Overview
Dataset statistics
| Number of variables | 139 |
|---|---|
| Number of observations | 522 |
| Missing cells | 9891 |
| Missing cells (%) | 13.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 567.0 KiB |
| Average record size in memory | 1.1 KiB |
Variable types
| Numeric | 27 |
|---|---|
| Categorical | 37 |
| DateTime | 2 |
| Unsupported | 8 |
| Text | 9 |
| Boolean | 56 |
Alerts
phone_number has constant value "89000001" | Constant |
Renal complication has constant value "False" | Constant |
Type of renal complication has constant value "False" | Constant |
Bleeding post operation at the site of surgery that requires transfer of >= 4 packet cells within 72 hrs after surgery has constant value "False" | Constant |
Coma has constant value "False" | Constant |
Major wound disruption has constant value "False" | Constant |
Graft rejection has constant value "False" | Constant |
Sepsis has constant value "False" | Constant |
Systemic Inflammatory Response Syndrome (SISS) has constant value "0" | Constant |
Unplanned Intubation has constant value "False" | Constant |
mv_48h_or_more has constant value "False" | Constant |
death_post_discharge has constant value "False" | Constant |
AFib-tachycardia is highly overall correlated with Blood Loss during surgery and 3 other fields | High correlation |
Analgesics Post Operation is highly overall correlated with Antibiotics Post Operation and 5 other fields | High correlation |
Anesthesia type is highly overall correlated with Urine Output | High correlation |
Antibiotics Post Operation is highly overall correlated with Analgesics Post Operation and 2 other fields | High correlation |
Anticoagulant is highly overall correlated with Blood Loss during surgery | High correlation |
Antidiabetic is highly overall correlated with DiabetesMellitus and 1 other fields | High correlation |
Antihypertensive is highly overall correlated with Current Medication and 2 other fields | High correlation |
Antiplatelets is highly overall correlated with CAD History and 3 other fields | High correlation |
Antipsychotic is highly overall correlated with Neurological/ Psychological disease and 1 other fields | High correlation |
BUN before Discharge is highly overall correlated with Analgesics Post Operation and 18 other fields | High correlation |
BUN day 1 post surgery is highly overall correlated with BUN before Discharge and 17 other fields | High correlation |
Bacteremia is highly overall correlated with Pre Na and 5 other fields | High correlation |
BacteriaTypeRelatedToSurgery is highly overall correlated with Cardiac Complication and 10 other fields | High correlation |
Betablocker is highly overall correlated with Current Medication and 1 other fields | High correlation |
Blood Loss during surgery is highly overall correlated with AFib-tachycardia and 25 other fields | High correlation |
Blood Transfusion During Surgery is highly overall correlated with Blood Loss during surgery and 1 other fields | High correlation |
CAD History is highly overall correlated with Antiplatelets and 2 other fields | High correlation |
CKD is highly overall correlated with BUN before Discharge and 7 other fields | High correlation |
COPD is highly overall correlated with BUN before Discharge and 2 other fields | High correlation |
Cardiac Complication is highly overall correlated with BUN before Discharge and 10 other fields | High correlation |
Collection is highly overall correlated with BUN before Discharge and 11 other fields | High correlation |
Complication During Surgery is highly overall correlated with BUN before Discharge and 6 other fields | High correlation |
Complication Post Surgery is highly overall correlated with Infection of the surgical site and 5 other fields | High correlation |
Creatinine before Discharge is highly overall correlated with BUN before Discharge and 16 other fields | High correlation |
Creatinine_D1 is highly overall correlated with Antibiotics Post Operation and 10 other fields | High correlation |
Current Medication is highly overall correlated with Antihypertensive and 4 other fields | High correlation |
DiabetesMellitus is highly overall correlated with Antidiabetic | High correlation |
Dialysis is highly overall correlated with BUN before Discharge and 8 other fields | High correlation |
Diuratic is highly overall correlated with BUN day 1 post surgery and 2 other fields | High correlation |
Duration Of Surgery is highly overall correlated with hospital_stay_days | High correlation |
Duration in intensive care unit (days) is highly overall correlated with BUN day 1 post surgery and 9 other fields | High correlation |
Dyslipidemia is highly overall correlated with Blood Loss during surgery | High correlation |
ER Admission Before Surgery is highly overall correlated with Emergency Status of surgery and 2 other fields | High correlation |
Emergency Status of surgery is highly overall correlated with Blood Loss during surgery and 1 other fields | High correlation |
Extubation Post OR is highly overall correlated with Duration in intensive care unit (days) and 7 other fields | High correlation |
Floor is highly overall correlated with Neurological complication and 1 other fields | High correlation |
Gastrointestinal Disease is highly overall correlated with BUN day 1 post surgery and 5 other fields | High correlation |
HB before discharge is highly overall correlated with COPD and 10 other fields | High correlation |
HB day 1 post surgery is highly overall correlated with BUN before Discharge and 3 other fields | High correlation |
HF is highly overall correlated with AFib-tachycardia and 7 other fields | High correlation |
Hypertension is highly overall correlated with Antihypertensive and 5 other fields | High correlation |
Infection of the surgical site is highly overall correlated with Complication Post Surgery and 3 other fields | High correlation |
Na before Discharge is highly overall correlated with Analgesics Post Operation and 10 other fields | High correlation |
Na day 1 post surgery is highly overall correlated with Gastrointestinal Disease and 5 other fields | High correlation |
Neurological complication is highly overall correlated with BacteriaTypeRelatedToSurgery and 8 other fields | High correlation |
Neurological/ Psychological disease is highly overall correlated with Antipsychotic and 1 other fields | High correlation |
Number of ransfused packet cells is highly overall correlated with BUN before Discharge and 4 other fields | High correlation |
Number of transfused PC during surgery is highly overall correlated with Blood Loss during surgery and 1 other fields | High correlation |
Open heart surgery is highly overall correlated with AFib-tachycardia and 5 other fields | High correlation |
Other positive cultures related to surgery is highly overall correlated with BacteriaTypeRelatedToSurgery and 3 other fields | High correlation |
PAD is highly overall correlated with AFib-tachycardia and 5 other fields | High correlation |
Pathology Findings is highly overall correlated with Surgery and 1 other fields | High correlation |
Platelet befor eDischarge is highly overall correlated with Analgesics Post Operation and 8 other fields | High correlation |
Platelet day 1 post surgery is highly overall correlated with Platelet befor eDischarge and 1 other fields | High correlation |
Pre HB is highly overall correlated with HB before discharge and 4 other fields | High correlation |
Pre Na is highly overall correlated with Bacteremia and 5 other fields | High correlation |
Pre Platelet is highly overall correlated with Platelet day 1 post surgery and 2 other fields | High correlation |
Pre-BUN is highly overall correlated with BUN before Discharge and 12 other fields | High correlation |
Pre-Creatinine is highly overall correlated with BUN before Discharge and 9 other fields | High correlation |
Pulmonary complication is highly overall correlated with Duration in intensive care unit (days) and 2 other fields | High correlation |
Radiology is highly overall correlated with ER Admission Before Surgery and 1 other fields | High correlation |
Septic Shock is highly overall correlated with BUN before Discharge and 12 other fields | High correlation |
Stroke is highly overall correlated with BacteriaTypeRelatedToSurgery and 26 other fields | High correlation |
Surgery is highly overall correlated with CKD and 3 other fields | High correlation |
Thyroidal Medication is highly overall correlated with Type of Endocrine Disease | High correlation |
Tumor Category is highly overall correlated with Bacteremia and 22 other fields | High correlation |
Type of Endocrine Disease is highly overall correlated with Thyroidal Medication | High correlation |
Type of Gastrointestinal Disease is highly overall correlated with BUN day 1 post surgery and 5 other fields | High correlation |
Type of Neurological/ psychological disease is highly overall correlated with Antipsychotic and 1 other fields | High correlation |
Type of bacteria at the surgical site is highly overall correlated with Collection and 19 other fields | High correlation |
Type of bacteria in blood is highly overall correlated with Bacteremia and 9 other fields | High correlation |
Type of cardiac Complication is highly overall correlated with BUN before Discharge and 10 other fields | High correlation |
Type of culture related to surgery is highly overall correlated with BacteriaTypeRelatedToSurgery and 13 other fields | High correlation |
Type of medical Imaging is highly overall correlated with ER Admission Before Surgery and 1 other fields | High correlation |
Type of nurologic complication is highly overall correlated with BacteriaTypeRelatedToSurgery and 9 other fields | High correlation |
Type of pulmonary complication is highly overall correlated with Cardiac Complication and 5 other fields | High correlation |
Type of stroke is highly overall correlated with BacteriaTypeRelatedToSurgery and 26 other fields | High correlation |
Unplanned transfer to intensive care unit is highly overall correlated with BUN day 1 post surgery and 8 other fields | High correlation |
Urine Output is highly overall correlated with Analgesics Post Operation and 19 other fields | High correlation |
Way Of Anesthesia is highly overall correlated with Blood Loss during surgery and 3 other fields | High correlation |
admission_other_hospital is highly overall correlated with BUN before Discharge and 10 other fields | High correlation |
age is highly overall correlated with Antiplatelets and 4 other fields | High correlation |
answered_call_followup is highly overall correlated with complication_post_discharge and 4 other fields | High correlation |
bmi is highly overall correlated with Creatinine before Discharge and 4 other fields | High correlation |
bmi_category is highly overall correlated with Stroke and 3 other fields | High correlation |
complication_post_discharge is highly overall correlated with BUN before Discharge and 11 other fields | High correlation |
death_in_hospital_postop is highly overall correlated with Blood Loss during surgery and 12 other fields | High correlation |
er_visit is highly overall correlated with Blood Loss during surgery and 9 other fields | High correlation |
gender is highly overall correlated with Floor and 1 other fields | High correlation |
height_cm is highly overall correlated with Stroke and 3 other fields | High correlation |
hospital_stay_days is highly overall correlated with Bacteremia and 6 other fields | High correlation |
id_number is highly overall correlated with patient_name and 1 other fields | High correlation |
infection_or_inflammation is highly overall correlated with Complication Post Surgery and 11 other fields | High correlation |
other_complication is highly overall correlated with post_discharge_complication_type and 4 other fields | High correlation |
patient_name is highly overall correlated with id_number and 1 other fields | High correlation |
physician_name is highly overall correlated with id_number and 1 other fields | High correlation |
post_discharge_complication_type is highly overall correlated with Bacteremia and 23 other fields | High correlation |
readmission_related_to_or is highly overall correlated with Complication Post Surgery and 13 other fields | High correlation |
redo_surgery is highly overall correlated with BUN before Discharge and 22 other fields | High correlation |
unplanned_or_reason is highly overall correlated with Collection and 13 other fields | High correlation |
unplanned_return_to_or is highly overall correlated with Type of bacteria at the surgical site and 3 other fields | High correlation |
weight_kg is highly overall correlated with Creatinine before Discharge and 5 other fields | High correlation |
Dyslipidemia is highly imbalanced (54.5%) | Imbalance |
HF is highly imbalanced (90.6%) | Imbalance |
Open heart surgery is highly imbalanced (90.1%) | Imbalance |
AFib-tachycardia is highly imbalanced (88.1%) | Imbalance |
PAD is highly imbalanced (91.2%) | Imbalance |
COPD is highly imbalanced (71.4%) | Imbalance |
CKD is highly imbalanced (66.7%) | Imbalance |
Dialysis is highly imbalanced (77.4%) | Imbalance |
Neurological/ Psychological disease is highly imbalanced (58.3%) | Imbalance |
Type of Neurological/ psychological disease is highly imbalanced (81.3%) | Imbalance |
Gastrointestinal Disease is highly imbalanced (85.3%) | Imbalance |
Type of Gastrointestinal Disease is highly imbalanced (92.6%) | Imbalance |
Type of Endocrine Disease is highly imbalanced (83.5%) | Imbalance |
Anticoagulant is highly imbalanced (70.6%) | Imbalance |
Thyroidal Medication is highly imbalanced (66.0%) | Imbalance |
Antipsychotic is highly imbalanced (61.7%) | Imbalance |
Diuratic is highly imbalanced (75.7%) | Imbalance |
OtherMedication is highly imbalanced (90.8%) | Imbalance |
Type of medical Imaging is highly imbalanced (54.2%) | Imbalance |
Emergency Status of surgery is highly imbalanced (55.1%) | Imbalance |
Anesthesia type is highly imbalanced (53.9%) | Imbalance |
Way Of Anesthesia is highly imbalanced (83.3%) | Imbalance |
Complication During Surgery is highly imbalanced (97.0%) | Imbalance |
Blood Transfusion During Surgery is highly imbalanced (74.8%) | Imbalance |
Number of transfused PC during surgery is highly imbalanced (86.2%) | Imbalance |
Complication Post Surgery is highly imbalanced (63.1%) | Imbalance |
Cardiac Complication is highly imbalanced (98.0%) | Imbalance |
Type of cardiac Complication is highly imbalanced (98.0%) | Imbalance |
Pulmonary complication is highly imbalanced (89.7%) | Imbalance |
Type of pulmonary complication is highly imbalanced (93.9%) | Imbalance |
Number of ransfused packet cells is highly imbalanced (94.6%) | Imbalance |
Neurological complication is highly imbalanced (96.4%) | Imbalance |
Type of nurologic complication is highly imbalanced (97.5%) | Imbalance |
Stroke is highly imbalanced (98.0%) | Imbalance |
Type of stroke is highly imbalanced (98.0%) | Imbalance |
Infection of the surgical site is highly imbalanced (83.2%) | Imbalance |
Type of bacteria at the surgical site is highly imbalanced (93.2%) | Imbalance |
Bacteremia is highly imbalanced (93.5%) | Imbalance |
Type of bacteria in blood is highly imbalanced (96.5%) | Imbalance |
Other positive cultures related to surgery is highly imbalanced (93.5%) | Imbalance |
Type of culture related to surgery is highly imbalanced (96.2%) | Imbalance |
BacteriaTypeRelatedToSurgery is highly imbalanced (96.5%) | Imbalance |
Unplanned transfer to intensive care unit is highly imbalanced (96.4%) | Imbalance |
Duration in intensive care unit (days) is highly imbalanced (97.5%) | Imbalance |
Septic Shock is highly imbalanced (96.4%) | Imbalance |
Collection is highly imbalanced (96.4%) | Imbalance |
unplanned_return_to_or is highly imbalanced (86.3%) | Imbalance |
unplanned_or_reason is highly imbalanced (93.5%) | Imbalance |
other_complication is highly imbalanced (93.1%) | Imbalance |
death_in_hospital_postop is highly imbalanced (93.5%) | Imbalance |
complication_post_discharge is highly imbalanced (69.3%) | Imbalance |
er_visit is highly imbalanced (81.0%) | Imbalance |
post_discharge_complication_type is highly imbalanced (86.9%) | Imbalance |
readmission_related_to_or is highly imbalanced (79.4%) | Imbalance |
infection_or_inflammation is highly imbalanced (74.9%) | Imbalance |
redo_surgery is highly imbalanced (96.9%) | Imbalance |
admission_other_hospital is highly imbalanced (96.9%) | Imbalance |
weight_kg has 27 (5.2%) missing values | Missing |
height_cm has 34 (6.5%) missing values | Missing |
bmi has 34 (6.5%) missing values | Missing |
bmi_category has 34 (6.5%) missing values | Missing |
blood_group has 456 (87.4%) missing values | Missing |
ICD10 has 215 (41.2%) missing values | Missing |
Pre-BUN has 200 (38.3%) missing values | Missing |
BUN day 1 post surgery has 461 (88.3%) missing values | Missing |
BUN before Discharge has 489 (93.7%) missing values | Missing |
Pre-Creatinine has 106 (20.3%) missing values | Missing |
Creatinine_D1 has 440 (84.3%) missing values | Missing |
Creatinine before Discharge has 475 (91.0%) missing values | Missing |
Pre Na has 187 (35.8%) missing values | Missing |
Na day 1 post surgery has 437 (83.7%) missing values | Missing |
Na before Discharge has 466 (89.3%) missing values | Missing |
Pre HB has 10 (1.9%) missing values | Missing |
HB day 1 post surgery has 401 (76.8%) missing values | Missing |
HB before discharge has 454 (87.0%) missing values | Missing |
Pre Platelet has 11 (2.1%) missing values | Missing |
Platelet day 1 post surgery has 401 (76.8%) missing values | Missing |
Platelet befor eDischarge has 454 (87.0%) missing values | Missing |
Duration Of Surgery has 6 (1.1%) missing values | Missing |
Extubation Post OR has 240 (46.0%) missing values | Missing |
Blood Loss during surgery has 488 (93.5%) missing values | Missing |
Urine Output has 488 (93.5%) missing values | Missing |
Tumor Category has 454 (87.0%) missing values | Missing |
Pathology description has 237 (45.4%) missing values | Missing |
Anesthesia type has 8 (1.5%) missing values | Missing |
Way Of Anesthesia has 8 (1.5%) missing values | Missing |
complication_post_discharge has 212 (40.6%) missing values | Missing |
er_visit has 212 (40.6%) missing values | Missing |
post_discharge_complication_type has 212 (40.6%) missing values | Missing |
readmission_related_to_or has 212 (40.6%) missing values | Missing |
infection_or_inflammation has 212 (40.6%) missing values | Missing |
redo_surgery has 212 (40.6%) missing values | Missing |
admission_other_hospital has 212 (40.6%) missing values | Missing |
death_post_discharge has 212 (40.6%) missing values | Missing |
notes_description has 464 (88.9%) missing values | Missing |
id_number is uniformly distributed | Uniform |
patient_name is uniformly distributed | Uniform |
id_number has unique values | Unique |
patient_name has unique values | Unique |
marital_status is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
blood_group is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Allergy is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Endocrine Disease is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Cancer is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Type of cancer is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Other_History is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Code of surgeon is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
| Analysis started | 2025-12-18 11:44:41.937201 |
|---|---|
| Analysis finished | 2025-12-18 11:46:35.706858 |
| Duration | 1 minute and 53.77 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
id_number
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 522 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7261.5 |
| Minimum | 7001 |
|---|---|
| Maximum | 7522 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 7001 |
|---|---|
| 5-th percentile | 7027.05 |
| Q1 | 7131.25 |
| median | 7261.5 |
| Q3 | 7391.75 |
| 95-th percentile | 7495.95 |
| Maximum | 7522 |
| Range | 521 |
| Interquartile range (IQR) | 260.5 |
Descriptive statistics
| Standard deviation | 150.83269 |
|---|---|
| Coefficient of variation (CV) | 0.020771561 |
| Kurtosis | -1.2 |
| Mean | 7261.5 |
| Median Absolute Deviation (MAD) | 130.5 |
| Skewness | 0 |
| Sum | 3790503 |
| Variance | 22750.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7383 | 1 | 0.2% |
| 7165 | 1 | 0.2% |
| 7428 | 1 | 0.2% |
| 7069 | 1 | 0.2% |
| 7068 | 1 | 0.2% |
| 7471 | 1 | 0.2% |
| 7473 | 1 | 0.2% |
| 7070 | 1 | 0.2% |
| 7393 | 1 | 0.2% |
| 7072 | 1 | 0.2% |
| Other values (512) | 512 |
| Value | Count | Frequency (%) |
| 7001 | 1 | |
| 7002 | 1 | |
| 7003 | 1 | |
| 7004 | 1 | |
| 7005 | 1 | |
| 7006 | 1 | |
| 7007 | 1 | |
| 7008 | 1 | |
| 7009 | 1 | |
| 7010 | 1 |
| Value | Count | Frequency (%) |
| 7522 | 1 | |
| 7521 | 1 | |
| 7520 | 1 | |
| 7519 | 1 | |
| 7518 | 1 | |
| 7517 | 1 | |
| 7516 | 1 | |
| 7515 | 1 | |
| 7514 | 1 | |
| 7513 | 1 |
patient_name
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 522 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1061.5 |
| Minimum | 801 |
|---|---|
| Maximum | 1322 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 801 |
|---|---|
| 5-th percentile | 827.05 |
| Q1 | 931.25 |
| median | 1061.5 |
| Q3 | 1191.75 |
| 95-th percentile | 1295.95 |
| Maximum | 1322 |
| Range | 521 |
| Interquartile range (IQR) | 260.5 |
Descriptive statistics
| Standard deviation | 150.83269 |
|---|---|
| Coefficient of variation (CV) | 0.14209391 |
| Kurtosis | -1.2 |
| Mean | 1061.5 |
| Median Absolute Deviation (MAD) | 130.5 |
| Skewness | 0 |
| Sum | 554103 |
| Variance | 22750.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1183 | 1 | 0.2% |
| 965 | 1 | 0.2% |
| 1228 | 1 | 0.2% |
| 869 | 1 | 0.2% |
| 868 | 1 | 0.2% |
| 1271 | 1 | 0.2% |
| 1273 | 1 | 0.2% |
| 870 | 1 | 0.2% |
| 1193 | 1 | 0.2% |
| 872 | 1 | 0.2% |
| Other values (512) | 512 |
| Value | Count | Frequency (%) |
| 801 | 1 | |
| 802 | 1 | |
| 803 | 1 | |
| 804 | 1 | |
| 805 | 1 | |
| 806 | 1 | |
| 807 | 1 | |
| 808 | 1 | |
| 809 | 1 | |
| 810 | 1 |
| Value | Count | Frequency (%) |
| 1322 | 1 | |
| 1321 | 1 | |
| 1320 | 1 | |
| 1319 | 1 | |
| 1318 | 1 | |
| 1317 | 1 | |
| 1316 | 1 | |
| 1315 | 1 | |
| 1314 | 1 | |
| 1313 | 1 |
phone_number
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| 89000001 |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 89000001 |
|---|---|
| 2nd row | 89000001 |
| 3rd row | 89000001 |
| 4th row | 89000001 |
| 5th row | 89000001 |
Common Values
| Value | Count | Frequency (%) |
| 89000001 | 522 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 89000001 | 522 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2610 | |
| 8 | 522 | 12.5% |
| 9 | 522 | 12.5% |
| 1 | 522 | 12.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4176 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2610 | |
| 8 | 522 | 12.5% |
| 9 | 522 | 12.5% |
| 1 | 522 | 12.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4176 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2610 | |
| 8 | 522 | 12.5% |
| 9 | 522 | 12.5% |
| 1 | 522 | 12.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4176 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2610 | |
| 8 | 522 | 12.5% |
| 9 | 522 | 12.5% |
| 1 | 522 | 12.5% |
physician_name
Real number (ℝ)
High correlation
| Distinct | 67 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.763916 |
| Minimum | 1 |
|---|---|
| Maximum | 72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 12 |
| median | 22 |
| Q3 | 34 |
| 95-th percentile | 55 |
| Maximum | 72 |
| Range | 71 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 15.989417 |
|---|---|
| Coefficient of variation (CV) | 0.64567403 |
| Kurtosis | -0.059301349 |
| Mean | 24.763916 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.50898859 |
| Sum | 12902 |
| Variance | 255.66146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 77 | 14.8% |
| 2 | 32 | 6.1% |
| 1 | 28 | 5.4% |
| 9 | 27 | 5.2% |
| 46 | 26 | 5.0% |
| 15 | 25 | 4.8% |
| 34 | 20 | 3.8% |
| 21 | 18 | 3.4% |
| 28 | 17 | 3.3% |
| 31 | 16 | 3.1% |
| Other values (57) | 235 |
| Value | Count | Frequency (%) |
| 1 | 28 | |
| 2 | 32 | |
| 3 | 5 | 1.0% |
| 4 | 1 | 0.2% |
| 5 | 1 | 0.2% |
| 6 | 6 | 1.1% |
| 7 | 8 | 1.5% |
| 8 | 14 | |
| 9 | 27 | |
| 10 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 72 | 1 | 0.2% |
| 71 | 1 | 0.2% |
| 70 | 1 | 0.2% |
| 69 | 2 | |
| 68 | 1 | 0.2% |
| 67 | 1 | 0.2% |
| 66 | 1 | 0.2% |
| 65 | 1 | 0.2% |
| 64 | 2 | |
| 63 | 3 |
admission_date
Date
| Distinct | 37 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| Minimum | 2024-12-03 00:00:00 |
|---|---|
| Maximum | 2025-06-13 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
age
Real number (ℝ)
High correlation
| Distinct | 89 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.632663 |
| Minimum | 0.25 |
|---|---|
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0.25 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 28 |
| median | 44 |
| Q3 | 59 |
| 95-th percentile | 75 |
| Maximum | 93 |
| Range | 92.75 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 21.831479 |
|---|---|
| Coefficient of variation (CV) | 0.51208341 |
| Kurtosis | -0.82276604 |
| Mean | 42.632663 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | -0.1777198 |
| Sum | 22254.25 |
| Variance | 476.61348 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53 | 15 | 2.9% |
| 44 | 14 | 2.7% |
| 50 | 14 | 2.7% |
| 47 | 12 | 2.3% |
| 31 | 12 | 2.3% |
| 58 | 12 | 2.3% |
| 51 | 12 | 2.3% |
| 3 | 12 | 2.3% |
| 33 | 10 | 1.9% |
| 60 | 10 | 1.9% |
| Other values (79) | 399 |
| Value | Count | Frequency (%) |
| 0.25 | 1 | 0.2% |
| 0.5 | 2 | 0.4% |
| 1 | 2 | 0.4% |
| 2 | 4 | 0.8% |
| 3 | 12 | |
| 4 | 9 | |
| 5 | 8 | |
| 6 | 9 | |
| 7 | 4 | 0.8% |
| 8 | 3 | 0.6% |
| Value | Count | Frequency (%) |
| 93 | 1 | 0.2% |
| 89 | 1 | 0.2% |
| 88 | 1 | 0.2% |
| 87 | 1 | 0.2% |
| 86 | 1 | 0.2% |
| 83 | 5 | |
| 82 | 1 | 0.2% |
| 81 | 1 | 0.2% |
| 80 | 2 | 0.4% |
| 79 | 2 | 0.4% |
gender
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.8582375 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | male |
| 4th row | female |
| 5th row | female |
Common Values
| Value | Count | Frequency (%) |
| male | 298 | |
| female | 224 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 298 | |
| female | 224 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 746 | |
| m | 522 | |
| a | 522 | |
| l | 522 | |
| f | 224 | 8.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2536 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 746 | |
| m | 522 | |
| a | 522 | |
| l | 522 | |
| f | 224 | 8.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2536 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 746 | |
| m | 522 | |
| a | 522 | |
| l | 522 | |
| f | 224 | 8.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2536 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 746 | |
| m | 522 | |
| a | 522 | |
| l | 522 | |
| f | 224 | 8.8% |
governorate
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 4 |
| Missing (%) | 0.8% |
| Memory size | 4.2 KiB |
| Mount Lebanon | |
|---|---|
| South | |
| Beqaa | |
| Beirut | 28 |
| non lebanese | 23 |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 10.785714 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Beqaa |
|---|---|
| 2nd row | Mount Lebanon |
| 3rd row | Beirut |
| 4th row | Mount Lebanon |
| 5th row | non lebanese |
Common Values
| Value | Count | Frequency (%) |
| Mount Lebanon | 351 | |
| South | 64 | 12.3% |
| Beqaa | 49 | 9.4% |
| Beirut | 28 | 5.4% |
| non lebanese | 23 | 4.4% |
| North | 3 | 0.6% |
| (Missing) | 4 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mount | 351 | |
| lebanon | 351 | |
| south | 64 | 7.2% |
| beqaa | 49 | 5.5% |
| beirut | 28 | 3.1% |
| non | 23 | 2.6% |
| lebanese | 23 | 2.6% |
| north | 3 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1122 | |
| o | 792 | |
| e | 497 | |
| a | 472 | |
| t | 446 | 8.0% |
| u | 443 | 7.9% |
| b | 374 | 6.7% |
| 374 | 6.7% | |
| M | 351 | 6.3% |
| L | 351 | 6.3% |
| Other values (9) | 365 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5587 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1122 | |
| o | 792 | |
| e | 497 | |
| a | 472 | |
| t | 446 | 8.0% |
| u | 443 | 7.9% |
| b | 374 | 6.7% |
| 374 | 6.7% | |
| M | 351 | 6.3% |
| L | 351 | 6.3% |
| Other values (9) | 365 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5587 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1122 | |
| o | 792 | |
| e | 497 | |
| a | 472 | |
| t | 446 | 8.0% |
| u | 443 | 7.9% |
| b | 374 | 6.7% |
| 374 | 6.7% | |
| M | 351 | 6.3% |
| L | 351 | 6.3% |
| Other values (9) | 365 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5587 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1122 | |
| o | 792 | |
| e | 497 | |
| a | 472 | |
| t | 446 | 8.0% |
| u | 443 | 7.9% |
| b | 374 | 6.7% |
| 374 | 6.7% | |
| M | 351 | 6.3% |
| L | 351 | 6.3% |
| Other values (9) | 365 | 6.5% |
marital_status
Unsupported
Rejected Unsupported
| Missing | 2 |
|---|---|
| Missing (%) | 0.4% |
| Memory size | 4.2 KiB |
insurance_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| government | |
|---|---|
| private | |
| ensurance |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.2969349 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | government |
|---|---|
| 2nd row | government |
| 3rd row | private |
| 4th row | government |
| 5th row | private |
Common Values
| Value | Count | Frequency (%) |
| government | 373 | |
| private | 109 | 20.9% |
| ensurance | 40 | 7.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| government | 373 | |
| private | 109 | 20.9% |
| ensurance | 40 | 7.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 935 | |
| n | 826 | |
| r | 522 | |
| v | 482 | |
| t | 482 | |
| o | 373 | 7.7% |
| g | 373 | 7.7% |
| m | 373 | 7.7% |
| a | 149 | 3.1% |
| p | 109 | 2.2% |
| Other values (4) | 229 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4853 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 935 | |
| n | 826 | |
| r | 522 | |
| v | 482 | |
| t | 482 | |
| o | 373 | 7.7% |
| g | 373 | 7.7% |
| m | 373 | 7.7% |
| a | 149 | 3.1% |
| p | 109 | 2.2% |
| Other values (4) | 229 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4853 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 935 | |
| n | 826 | |
| r | 522 | |
| v | 482 | |
| t | 482 | |
| o | 373 | 7.7% |
| g | 373 | 7.7% |
| m | 373 | 7.7% |
| a | 149 | 3.1% |
| p | 109 | 2.2% |
| Other values (4) | 229 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4853 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 935 | |
| n | 826 | |
| r | 522 | |
| v | 482 | |
| t | 482 | |
| o | 373 | 7.7% |
| g | 373 | 7.7% |
| m | 373 | 7.7% |
| a | 149 | 3.1% |
| p | 109 | 2.2% |
| Other values (4) | 229 | 4.7% |
weight_kg
Real number (ℝ)
High correlation Missing
| Distinct | 129 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 27 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.186727 |
| Minimum | 5.4 |
|---|---|
| Maximum | 161 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 5.4 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 60 |
| median | 75 |
| Q3 | 89 |
| 95-th percentile | 111.3 |
| Maximum | 161 |
| Range | 155.6 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 27.332607 |
|---|---|
| Coefficient of variation (CV) | 0.37863758 |
| Kurtosis | 0.42499223 |
| Mean | 72.186727 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.34305414 |
| Sum | 35732.43 |
| Variance | 747.07143 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 20 | 3.8% |
| 90 | 18 | 3.4% |
| 75 | 16 | 3.1% |
| 84 | 14 | 2.7% |
| 70 | 13 | 2.5% |
| 72 | 13 | 2.5% |
| 85 | 13 | 2.5% |
| 60 | 12 | 2.3% |
| 62 | 11 | 2.1% |
| 78 | 11 | 2.1% |
| Other values (119) | 354 | |
| (Missing) | 27 | 5.2% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | |
| 5.7 | 1 | |
| 8.3 | 1 | |
| 8.43 | 1 | |
| 9 | 1 | |
| 9.4 | 1 | |
| 10 | 1 | |
| 10.6 | 1 | |
| 11 | 1 | |
| 12 | 2 |
| Value | Count | Frequency (%) |
| 161 | 1 | 0.2% |
| 150 | 2 | |
| 140 | 1 | 0.2% |
| 137 | 1 | 0.2% |
| 136 | 2 | |
| 130 | 4 | |
| 125 | 1 | 0.2% |
| 124 | 1 | 0.2% |
| 123 | 2 | |
| 118 | 1 | 0.2% |
height_cm
Real number (ℝ)
High correlation Missing
| Distinct | 81 |
|---|---|
| Distinct (%) | 16.6% |
| Missing | 34 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 160.66189 |
| Minimum | 11 |
|---|---|
| Maximum | 201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 102 |
| Q1 | 157 |
| median | 166 |
| Q3 | 175 |
| 95-th percentile | 185 |
| Maximum | 201 |
| Range | 190 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 24.648961 |
|---|---|
| Coefficient of variation (CV) | 0.15342134 |
| Kurtosis | 5.9446647 |
| Mean | 160.66189 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -2.2295215 |
| Sum | 78403 |
| Variance | 607.57128 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 160 | 34 | 6.5% |
| 170 | 32 | 6.1% |
| 165 | 24 | 4.6% |
| 175 | 23 | 4.4% |
| 180 | 20 | 3.8% |
| 172 | 17 | 3.3% |
| 176 | 16 | 3.1% |
| 164 | 15 | 2.9% |
| 156 | 14 | 2.7% |
| 173 | 14 | 2.7% |
| Other values (71) | 279 | |
| (Missing) | 34 | 6.5% |
| Value | Count | Frequency (%) |
| 11 | 1 | 0.2% |
| 58 | 1 | 0.2% |
| 61 | 1 | 0.2% |
| 64 | 1 | 0.2% |
| 70 | 3 | |
| 78 | 1 | 0.2% |
| 85 | 1 | 0.2% |
| 87 | 1 | 0.2% |
| 88 | 2 | |
| 90 | 2 |
| Value | Count | Frequency (%) |
| 201 | 1 | 0.2% |
| 194 | 2 | 0.4% |
| 193 | 1 | 0.2% |
| 192 | 1 | 0.2% |
| 190 | 4 | |
| 188 | 2 | 0.4% |
| 187 | 6 | |
| 186 | 5 | |
| 185 | 5 | |
| 184 | 3 |
bmi
Real number (ℝ)
High correlation Missing
| Distinct | 223 |
|---|---|
| Distinct (%) | 45.7% |
| Missing | 34 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.790369 |
| Minimum | 11.9 |
|---|---|
| Maximum | 57.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 11.9 |
|---|---|
| 5-th percentile | 15.87 |
| Q1 | 22.2 |
| median | 26.6 |
| Q3 | 31.1 |
| 95-th percentile | 38.065 |
| Maximum | 57.8 |
| Range | 45.9 |
| Interquartile range (IQR) | 8.9 |
Descriptive statistics
| Standard deviation | 6.8320366 |
|---|---|
| Coefficient of variation (CV) | 0.25501839 |
| Kurtosis | 0.91985288 |
| Mean | 26.790369 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.47181484 |
| Sum | 13073.7 |
| Variance | 46.676724 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31.6 | 8 | 1.5% |
| 33.1 | 7 | 1.3% |
| 30.8 | 7 | 1.3% |
| 25.5 | 6 | 1.1% |
| 28.1 | 6 | 1.1% |
| 27.3 | 6 | 1.1% |
| 21.5 | 6 | 1.1% |
| 27.7 | 6 | 1.1% |
| 24.5 | 6 | 1.1% |
| 30.4 | 6 | 1.1% |
| Other values (213) | 424 | |
| (Missing) | 34 | 6.5% |
| Value | Count | Frequency (%) |
| 11.9 | 1 | |
| 12.1 | 1 | |
| 12.5 | 2 | |
| 12.7 | 1 | |
| 13.2 | 1 | |
| 13.5 | 1 | |
| 13.6 | 2 | |
| 14 | 1 | |
| 14.5 | 1 | |
| 14.6 | 1 |
| Value | Count | Frequency (%) |
| 57.8 | 1 | 0.2% |
| 51.8 | 1 | 0.2% |
| 50.8 | 1 | 0.2% |
| 47.1 | 1 | 0.2% |
| 44.9 | 1 | 0.2% |
| 43.9 | 1 | 0.2% |
| 42.8 | 1 | 0.2% |
| 42.7 | 3 | |
| 42.2 | 1 | 0.2% |
| 42 | 1 | 0.2% |
bmi_category
Categorical
High correlation Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 34 |
| Missing (%) | 6.5% |
| Memory size | 4.2 KiB |
| obese | |
|---|---|
| overweight | |
| normal | |
| underweight |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 7.4303279 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | underweight |
|---|---|
| 2nd row | normal |
| 3rd row | normal |
| 4th row | normal |
| 5th row | overweight |
Common Values
| Value | Count | Frequency (%) |
| obese | 152 | |
| overweight | 140 | |
| normal | 138 | |
| underweight | 58 | 11.1% |
| (Missing) | 34 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| obese | 152 | |
| overweight | 140 | |
| normal | 138 | |
| underweight | 58 | 11.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 700 | |
| o | 430 | |
| r | 336 | |
| w | 198 | 5.5% |
| i | 198 | 5.5% |
| g | 198 | 5.5% |
| h | 198 | 5.5% |
| t | 198 | 5.5% |
| n | 196 | 5.4% |
| b | 152 | 4.2% |
| Other values (7) | 822 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3626 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 700 | |
| o | 430 | |
| r | 336 | |
| w | 198 | 5.5% |
| i | 198 | 5.5% |
| g | 198 | 5.5% |
| h | 198 | 5.5% |
| t | 198 | 5.5% |
| n | 196 | 5.4% |
| b | 152 | 4.2% |
| Other values (7) | 822 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3626 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 700 | |
| o | 430 | |
| r | 336 | |
| w | 198 | 5.5% |
| i | 198 | 5.5% |
| g | 198 | 5.5% |
| h | 198 | 5.5% |
| t | 198 | 5.5% |
| n | 196 | 5.4% |
| b | 152 | 4.2% |
| Other values (7) | 822 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3626 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 700 | |
| o | 430 | |
| r | 336 | |
| w | 198 | 5.5% |
| i | 198 | 5.5% |
| g | 198 | 5.5% |
| h | 198 | 5.5% |
| t | 198 | 5.5% |
| n | 196 | 5.4% |
| b | 152 | 4.2% |
| Other values (7) | 822 |
blood_group
Unsupported
Missing Rejected Unsupported
| Missing | 456 |
|---|---|
| Missing (%) | 87.4% |
| Memory size | 4.2 KiB |
smoking_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no smoking | |
|---|---|
| smoking | |
| ex-smoking | 5 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 8.5747126 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no smoking |
|---|---|
| 2nd row | smoking |
| 3rd row | no smoking |
| 4th row | no smoking |
| 5th row | no smoking |
Common Values
| Value | Count | Frequency (%) |
| no smoking | 269 | |
| smoking | 248 | |
| ex-smoking | 5 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| smoking | 517 | |
| no | 269 | |
| ex-smoking | 5 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 791 | |
| o | 791 | |
| s | 522 | |
| g | 522 | |
| m | 522 | |
| k | 522 | |
| i | 522 | |
| 269 | 6.0% | |
| e | 5 | 0.1% |
| x | 5 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4476 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 791 | |
| o | 791 | |
| s | 522 | |
| g | 522 | |
| m | 522 | |
| k | 522 | |
| i | 522 | |
| 269 | 6.0% | |
| e | 5 | 0.1% |
| x | 5 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4476 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 791 | |
| o | 791 | |
| s | 522 | |
| g | 522 | |
| m | 522 | |
| k | 522 | |
| i | 522 | |
| 269 | 6.0% | |
| e | 5 | 0.1% |
| x | 5 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4476 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 791 | |
| o | 791 | |
| s | 522 | |
| g | 522 | |
| m | 522 | |
| k | 522 | |
| i | 522 | |
| 269 | 6.0% | |
| e | 5 | 0.1% |
| x | 5 | 0.1% |
| Distinct | 170 |
|---|---|
| Distinct (%) | 32.6% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 4.2 KiB |
Length
| Max length | 39 |
|---|---|
| Median length | 30 |
| Mean length | 10.053743 |
| Min length | 1 |
Unique
| Unique | 114 ? |
|---|---|
| Unique (%) | 21.9% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | nephrectomy |
| 3rd row | craniotomy |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 125 | 15.1% |
| surgery | 64 | 7.7% |
| left | 40 | 4.8% |
| c/s | 29 | 3.5% |
| hernia | 27 | 3.3% |
| right | 26 | 3.1% |
| cholecystectomy | 23 | 2.8% |
| excision | 17 | 2.1% |
| smr | 16 | 1.9% |
| cyst | 13 | 1.6% |
| Other values (161) | 449 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 494 | 9.4% |
| t | 409 | 7.8% |
| r | 374 | 7.1% |
| o | 332 | 6.3% |
| 308 | 5.9% | |
| a | 304 | 5.8% |
| i | 289 | 5.5% |
| y | 281 | 5.4% |
| c | 280 | 5.3% |
| s | 268 | 5.1% |
| Other values (39) | 1899 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5238 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 494 | 9.4% |
| t | 409 | 7.8% |
| r | 374 | 7.1% |
| o | 332 | 6.3% |
| 308 | 5.9% | |
| a | 304 | 5.8% |
| i | 289 | 5.5% |
| y | 281 | 5.4% |
| c | 280 | 5.3% |
| s | 268 | 5.1% |
| Other values (39) | 1899 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5238 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 494 | 9.4% |
| t | 409 | 7.8% |
| r | 374 | 7.1% |
| o | 332 | 6.3% |
| 308 | 5.9% | |
| a | 304 | 5.8% |
| i | 289 | 5.5% |
| y | 281 | 5.4% |
| c | 280 | 5.3% |
| s | 268 | 5.1% |
| Other values (39) | 1899 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5238 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 494 | 9.4% |
| t | 409 | 7.8% |
| r | 374 | 7.1% |
| o | 332 | 6.3% |
| 308 | 5.9% | |
| a | 304 | 5.8% |
| i | 289 | 5.5% |
| y | 281 | 5.4% |
| c | 280 | 5.3% |
| s | 268 | 5.1% |
| Other values (39) | 1899 |
Allergy
Unsupported
Rejected Unsupported
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Hypertension
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 374 | |
| True | 148 | 28.4% |
DiabetesMellitus
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 441 | |
| True | 81 | 15.5% |
Dyslipidemia
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 472 | |
| True | 50 | 9.6% |
CAD History
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 447 | |
| True | 75 | 14.4% |
HF
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| yes | 11 |
| CABG | 1 |
| HF | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.0249042 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 509 | |
| yes | 11 | 2.1% |
| CABG | 1 | 0.2% |
| HF | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 509 | |
| yes | 11 | 2.1% |
| cabg | 1 | 0.2% |
| hf | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 509 | |
| o | 509 | |
| y | 11 | 1.0% |
| e | 11 | 1.0% |
| s | 11 | 1.0% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1057 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 509 | |
| o | 509 | |
| y | 11 | 1.0% |
| e | 11 | 1.0% |
| s | 11 | 1.0% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1057 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 509 | |
| o | 509 | |
| y | 11 | 1.0% |
| e | 11 | 1.0% |
| s | 11 | 1.0% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1057 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 509 | |
| o | 509 | |
| y | 11 | 1.0% |
| e | 11 | 1.0% |
| s | 11 | 1.0% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Open heart surgery
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| yes | 12 |
| CABG | 1 |
| HF | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.0268199 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 508 | |
| yes | 12 | 2.3% |
| CABG | 1 | 0.2% |
| HF | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 508 | |
| yes | 12 | 2.3% |
| cabg | 1 | 0.2% |
| hf | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 508 | |
| o | 508 | |
| y | 12 | 1.1% |
| e | 12 | 1.1% |
| s | 12 | 1.1% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1058 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 508 | |
| o | 508 | |
| y | 12 | 1.1% |
| e | 12 | 1.1% |
| s | 12 | 1.1% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1058 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 508 | |
| o | 508 | |
| y | 12 | 1.1% |
| e | 12 | 1.1% |
| s | 12 | 1.1% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1058 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 508 | |
| o | 508 | |
| y | 12 | 1.1% |
| e | 12 | 1.1% |
| s | 12 | 1.1% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
AFib-tachycardia
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| yes | 16 |
| CABG | 1 |
| HF | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.0344828 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 504 | |
| yes | 16 | 3.1% |
| CABG | 1 | 0.2% |
| HF | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 504 | |
| yes | 16 | 3.1% |
| cabg | 1 | 0.2% |
| hf | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 504 | |
| o | 504 | |
| y | 16 | 1.5% |
| e | 16 | 1.5% |
| s | 16 | 1.5% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 504 | |
| o | 504 | |
| y | 16 | 1.5% |
| e | 16 | 1.5% |
| s | 16 | 1.5% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 504 | |
| o | 504 | |
| y | 16 | 1.5% |
| e | 16 | 1.5% |
| s | 16 | 1.5% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 504 | |
| o | 504 | |
| y | 16 | 1.5% |
| e | 16 | 1.5% |
| s | 16 | 1.5% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
PAD
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| yes | 10 |
| CABG | 1 |
| HF | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.0229885 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 510 | |
| yes | 10 | 1.9% |
| CABG | 1 | 0.2% |
| HF | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 510 | |
| yes | 10 | 1.9% |
| cabg | 1 | 0.2% |
| hf | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 510 | |
| o | 510 | |
| y | 10 | 0.9% |
| e | 10 | 0.9% |
| s | 10 | 0.9% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1056 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 510 | |
| o | 510 | |
| y | 10 | 0.9% |
| e | 10 | 0.9% |
| s | 10 | 0.9% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1056 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 510 | |
| o | 510 | |
| y | 10 | 0.9% |
| e | 10 | 0.9% |
| s | 10 | 0.9% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1056 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 510 | |
| o | 510 | |
| y | 10 | 0.9% |
| e | 10 | 0.9% |
| s | 10 | 0.9% |
| C | 1 | 0.1% |
| A | 1 | 0.1% |
| B | 1 | 0.1% |
| G | 1 | 0.1% |
| H | 1 | 0.1% |
COPD
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 26 |
| Value | Count | Frequency (%) |
| False | 496 | |
| True | 26 | 5.0% |
CKD
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 32 |
| Value | Count | Frequency (%) |
| False | 490 | |
| True | 32 | 6.1% |
Dialysis
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 19 |
| Value | Count | Frequency (%) |
| False | 503 | |
| True | 19 | 3.6% |
Neurological/ Psychological disease
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 44 |
| Value | Count | Frequency (%) |
| False | 478 | |
| True | 44 | 8.4% |
Type of Neurological/ psychological disease
Categorical
High correlation Imbalance
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| epilepsy | 12 |
| CVA | 10 |
| migraine | 9 |
| anxiety | 3 |
| Other values (7) | 11 |
Length
| Max length | 21 |
|---|---|
| Median length | 2 |
| Mean length | 2.5153257 |
| Min length | 2 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | epilepsy |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 477 | |
| epilepsy | 12 | 2.3% |
| CVA | 10 | 1.9% |
| migraine | 9 | 1.7% |
| anxiety | 3 | 0.6% |
| depression | 3 | 0.6% |
| parkinson disease | 2 | 0.4% |
| migrain | 2 | 0.4% |
| anxiety-fibromyalgia | 1 | 0.2% |
| nono | 1 | 0.2% |
| Other values (2) | 2 | 0.4% |
Length
| Value | Count | Frequency (%) |
| no | 477 | |
| epilepsy | 12 | 2.3% |
| cva | 10 | 1.9% |
| migraine | 9 | 1.7% |
| anxiety | 3 | 0.6% |
| depression | 3 | 0.6% |
| disease | 3 | 0.6% |
| parkinson | 2 | 0.4% |
| migrain | 2 | 0.4% |
| anxiety-fibromyalgia | 1 | 0.2% |
| Other values (4) | 4 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 501 | |
| o | 485 | |
| e | 55 | 4.2% |
| i | 51 | 3.9% |
| p | 29 | 2.2% |
| s | 28 | 2.1% |
| a | 25 | 1.9% |
| r | 18 | 1.4% |
| y | 17 | 1.3% |
| l | 15 | 1.1% |
| Other values (16) | 89 | 6.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1313 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 501 | |
| o | 485 | |
| e | 55 | 4.2% |
| i | 51 | 3.9% |
| p | 29 | 2.2% |
| s | 28 | 2.1% |
| a | 25 | 1.9% |
| r | 18 | 1.4% |
| y | 17 | 1.3% |
| l | 15 | 1.1% |
| Other values (16) | 89 | 6.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1313 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 501 | |
| o | 485 | |
| e | 55 | 4.2% |
| i | 51 | 3.9% |
| p | 29 | 2.2% |
| s | 28 | 2.1% |
| a | 25 | 1.9% |
| r | 18 | 1.4% |
| y | 17 | 1.3% |
| l | 15 | 1.1% |
| Other values (16) | 89 | 6.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1313 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 501 | |
| o | 485 | |
| e | 55 | 4.2% |
| i | 51 | 3.9% |
| p | 29 | 2.2% |
| s | 28 | 2.1% |
| a | 25 | 1.9% |
| r | 18 | 1.4% |
| y | 17 | 1.3% |
| l | 15 | 1.1% |
| Other values (16) | 89 | 6.8% |
Gastrointestinal Disease
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 11 |
| Value | Count | Frequency (%) |
| False | 511 | |
| True | 11 | 2.1% |
Type of Gastrointestinal Disease
Categorical
High correlation Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| GERD | 5 |
| crohns' disease | 2 |
| crohn`s disease | 2 |
| PUD | 1 |
Length
| Max length | 15 |
|---|---|
| Median length | 2 |
| Mean length | 2.1321839 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 511 | |
| GERD | 5 | 1.0% |
| crohns' disease | 2 | 0.4% |
| crohn`s disease | 2 | 0.4% |
| PUD | 1 | 0.2% |
| PUD-GERD | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 511 | |
| gerd | 5 | 1.0% |
| disease | 4 | 0.8% |
| crohns | 2 | 0.4% |
| crohn`s | 2 | 0.4% |
| pud | 1 | 0.2% |
| pud-gerd | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 515 | |
| o | 515 | |
| s | 12 | 1.1% |
| D | 8 | 0.7% |
| e | 8 | 0.7% |
| G | 6 | 0.5% |
| E | 6 | 0.5% |
| R | 6 | 0.5% |
| r | 4 | 0.4% |
| h | 4 | 0.4% |
| Other values (10) | 29 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1113 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 515 | |
| o | 515 | |
| s | 12 | 1.1% |
| D | 8 | 0.7% |
| e | 8 | 0.7% |
| G | 6 | 0.5% |
| E | 6 | 0.5% |
| R | 6 | 0.5% |
| r | 4 | 0.4% |
| h | 4 | 0.4% |
| Other values (10) | 29 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1113 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 515 | |
| o | 515 | |
| s | 12 | 1.1% |
| D | 8 | 0.7% |
| e | 8 | 0.7% |
| G | 6 | 0.5% |
| E | 6 | 0.5% |
| R | 6 | 0.5% |
| r | 4 | 0.4% |
| h | 4 | 0.4% |
| Other values (10) | 29 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1113 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 515 | |
| o | 515 | |
| s | 12 | 1.1% |
| D | 8 | 0.7% |
| e | 8 | 0.7% |
| G | 6 | 0.5% |
| E | 6 | 0.5% |
| R | 6 | 0.5% |
| r | 4 | 0.4% |
| h | 4 | 0.4% |
| Other values (10) | 29 | 2.6% |
Endocrine Disease
Unsupported
Rejected Unsupported
| Missing | 1 |
|---|---|
| Missing (%) | 0.2% |
| Memory size | 4.2 KiB |
Type of Endocrine Disease
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| 0 | |
|---|---|
| hypothyroidism | 27 |
| hyperthyroidism | 3 |
| hypothyroidism-hashimoto`s disease | 1 |
| hypothyrodism | 1 |
Length
| Max length | 34 |
|---|---|
| Median length | 1 |
| Mean length | 1.8390805 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | hyperthyroidism |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 490 | |
| hypothyroidism | 27 | 5.2% |
| hyperthyroidism | 3 | 0.6% |
| hypothyroidism-hashimoto`s disease | 1 | 0.2% |
| hypothyrodism | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 490 | |
| hypothyroidism | 27 | 5.2% |
| hyperthyroidism | 3 | 0.6% |
| hypothyroidism-hashimoto`s | 1 | 0.2% |
| disease | 1 | 0.2% |
| hypothyrodism | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 490 | |
| h | 66 | 6.9% |
| i | 65 | 6.8% |
| y | 64 | 6.7% |
| o | 63 | 6.6% |
| s | 36 | 3.8% |
| r | 35 | 3.6% |
| t | 33 | 3.4% |
| m | 33 | 3.4% |
| d | 33 | 3.4% |
| Other values (6) | 42 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 960 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 490 | |
| h | 66 | 6.9% |
| i | 65 | 6.8% |
| y | 64 | 6.7% |
| o | 63 | 6.6% |
| s | 36 | 3.8% |
| r | 35 | 3.6% |
| t | 33 | 3.4% |
| m | 33 | 3.4% |
| d | 33 | 3.4% |
| Other values (6) | 42 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 960 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 490 | |
| h | 66 | 6.9% |
| i | 65 | 6.8% |
| y | 64 | 6.7% |
| o | 63 | 6.6% |
| s | 36 | 3.8% |
| r | 35 | 3.6% |
| t | 33 | 3.4% |
| m | 33 | 3.4% |
| d | 33 | 3.4% |
| Other values (6) | 42 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 960 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 490 | |
| h | 66 | 6.9% |
| i | 65 | 6.8% |
| y | 64 | 6.7% |
| o | 63 | 6.6% |
| s | 36 | 3.8% |
| r | 35 | 3.6% |
| t | 33 | 3.4% |
| m | 33 | 3.4% |
| d | 33 | 3.4% |
| Other values (6) | 42 | 4.4% |
Cancer
Unsupported
Rejected Unsupported
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Type of cancer
Unsupported
Rejected Unsupported
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Other_History
Unsupported
Rejected Unsupported
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Current Medication
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 299 | |
| True | 223 |
Antihypertensive
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 430 | |
| True | 92 | 17.6% |
Antiplatelets
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 422 | |
| True | 100 | 19.2% |
Anticoagulant
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 27 |
| Value | Count | Frequency (%) |
| False | 495 | |
| True | 27 | 5.2% |
Antidiabetic
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 453 | |
| True | 69 | 13.2% |
Thyroidal Medication
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 33 |
| Value | Count | Frequency (%) |
| False | 489 | |
| True | 33 | 6.3% |
Antipsychotic
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 39 |
| Value | Count | Frequency (%) |
| False | 483 | |
| True | 39 | 7.5% |
Betablocker
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 430 | |
| True | 92 | 17.6% |
Cholesterol Lowering Drug
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 461 | |
| True | 61 | 11.7% |
Diuratic
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 21 |
| Value | Count | Frequency (%) |
| False | 501 | |
| True | 21 | 4.0% |
OtherMedication
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| chemotherapy | 9 |
| immunsuppressive | 1 |
Length
| Max length | 16 |
|---|---|
| Median length | 2 |
| Mean length | 2.1992337 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 512 | |
| chemotherapy | 9 | 1.7% |
| immunsuppressive | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 512 | |
| chemotherapy | 9 | 1.7% |
| immunsuppressive | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 513 | |
| e | 20 | 1.7% |
| h | 18 | 1.6% |
| m | 11 | 1.0% |
| p | 11 | 1.0% |
| r | 10 | 0.9% |
| t | 9 | 0.8% |
| c | 9 | 0.8% |
| a | 9 | 0.8% |
| Other values (5) | 17 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1148 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 513 | |
| e | 20 | 1.7% |
| h | 18 | 1.6% |
| m | 11 | 1.0% |
| p | 11 | 1.0% |
| r | 10 | 0.9% |
| t | 9 | 0.8% |
| c | 9 | 0.8% |
| a | 9 | 0.8% |
| Other values (5) | 17 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1148 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 513 | |
| e | 20 | 1.7% |
| h | 18 | 1.6% |
| m | 11 | 1.0% |
| p | 11 | 1.0% |
| r | 10 | 0.9% |
| t | 9 | 0.8% |
| c | 9 | 0.8% |
| a | 9 | 0.8% |
| Other values (5) | 17 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1148 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 513 | |
| e | 20 | 1.7% |
| h | 18 | 1.6% |
| m | 11 | 1.0% |
| p | 11 | 1.0% |
| r | 10 | 0.9% |
| t | 9 | 0.8% |
| c | 9 | 0.8% |
| a | 9 | 0.8% |
| Other values (5) | 17 | 1.5% |
Reason of Admission
Text
| Distinct | 379 |
|---|---|
| Distinct (%) | 72.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Length
| Max length | 292 |
|---|---|
| Median length | 137 |
| Mean length | 41.461686 |
| Min length | 3 |
Unique
| Unique | 326 ? |
|---|---|
| Unique (%) | 62.5% |
Sample
| 1st row | left severe hydronephrosis-left pyeloplasty |
|---|---|
| 2nd row | intestinal perforation-aortic dissection-ruptured abdominal aneurysm-urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohammad Saab |
| 3rd row | previous blast injury-infected bedsore-pneumonia-seizure-aspiration-septic shock on yes4.3.2025-wound culture on yes3.3.2025: heavy proteus mirabilis ESBL-tissue culture on yes2.4.2025:heavy klebsiella oxytoca CRE-heavy providence rettgri ESBL-blood culture on 4.4.2025:staphylococcus capitis |
| 4th row | blast injury-amputation of left lower leg-spleen rupture-right leg fracture-eye injury-wound culture on yes.4.2025: few staphylococcus epidermidis, few staphylococcus warneri and few staphylococcus aureus methicillin resistant |
| 5th row | altered LOC-obstructive hydrocephaly-craniopharyngioma |
| Value | Count | Frequency (%) |
| left | 97 | 4.2% |
| right | 76 | 3.3% |
| of | 57 | 2.4% |
| on | 56 | 2.4% |
| fracture | 45 | 1.9% |
| and | 43 | 1.8% |
| culture | 38 | 1.6% |
| hernia | 30 | 1.3% |
| cyst | 25 | 1.1% |
| fall | 22 | 0.9% |
| Other values (863) | 1839 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1806 | 8.3% | |
| e | 1777 | 8.2% |
| t | 1598 | 7.4% |
| a | 1442 | 6.7% |
| i | 1436 | 6.6% |
| o | 1375 | 6.4% |
| r | 1247 | 5.8% |
| l | 1120 | 5.2% |
| n | 1093 | 5.1% |
| s | 1080 | 5.0% |
| Other values (58) | 7669 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21643 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1806 | 8.3% | |
| e | 1777 | 8.2% |
| t | 1598 | 7.4% |
| a | 1442 | 6.7% |
| i | 1436 | 6.6% |
| o | 1375 | 6.4% |
| r | 1247 | 5.8% |
| l | 1120 | 5.2% |
| n | 1093 | 5.1% |
| s | 1080 | 5.0% |
| Other values (58) | 7669 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21643 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1806 | 8.3% | |
| e | 1777 | 8.2% |
| t | 1598 | 7.4% |
| a | 1442 | 6.7% |
| i | 1436 | 6.6% |
| o | 1375 | 6.4% |
| r | 1247 | 5.8% |
| l | 1120 | 5.2% |
| n | 1093 | 5.1% |
| s | 1080 | 5.0% |
| Other values (58) | 7669 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21643 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1806 | 8.3% | |
| e | 1777 | 8.2% |
| t | 1598 | 7.4% |
| a | 1442 | 6.7% |
| i | 1436 | 6.6% |
| o | 1375 | 6.4% |
| r | 1247 | 5.8% |
| l | 1120 | 5.2% |
| n | 1093 | 5.1% |
| s | 1080 | 5.0% |
| Other values (58) | 7669 |
ICD10
Text
Missing
| Distinct | 181 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 215 |
| Missing (%) | 41.2% |
| Memory size | 4.2 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 17 |
| Mean length | 5.2801303 |
| Min length | 3 |
Unique
| Unique | 133 ? |
|---|---|
| Unique (%) | 43.3% |
Sample
| 1st row | N30 |
|---|---|
| 2nd row | J69.9-L89.9 |
| 3rd row | T14.8-S36.0-Y89.1-Y83.5 |
| 4th row | N18.6-A41.9-R65.2 |
| 5th row | N18.6-A41.9-R65.2 |
| Value | Count | Frequency (%) |
| k80 | 19 | 6.2% |
| k40 | 9 | 2.9% |
| n20 | 9 | 2.9% |
| c67 | 7 | 2.3% |
| z47.0 | 6 | 2.0% |
| j35.1-h65.1 | 6 | 2.0% |
| j34.2-j34.3 | 5 | 1.6% |
| n63 | 5 | 1.6% |
| k42 | 4 | 1.3% |
| n30 | 4 | 1.3% |
| Other values (171) | 233 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 226 | |
| 0 | 152 | 9.4% |
| 3 | 125 | 7.7% |
| 1 | 118 | 7.3% |
| 2 | 113 | 7.0% |
| 4 | 97 | 6.0% |
| 5 | 95 | 5.9% |
| 6 | 80 | 4.9% |
| 9 | 71 | 4.4% |
| 8 | 71 | 4.4% |
| Other values (20) | 473 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1621 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 226 | |
| 0 | 152 | 9.4% |
| 3 | 125 | 7.7% |
| 1 | 118 | 7.3% |
| 2 | 113 | 7.0% |
| 4 | 97 | 6.0% |
| 5 | 95 | 5.9% |
| 6 | 80 | 4.9% |
| 9 | 71 | 4.4% |
| 8 | 71 | 4.4% |
| Other values (20) | 473 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1621 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 226 | |
| 0 | 152 | 9.4% |
| 3 | 125 | 7.7% |
| 1 | 118 | 7.3% |
| 2 | 113 | 7.0% |
| 4 | 97 | 6.0% |
| 5 | 95 | 5.9% |
| 6 | 80 | 4.9% |
| 9 | 71 | 4.4% |
| 8 | 71 | 4.4% |
| Other values (20) | 473 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1621 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 226 | |
| 0 | 152 | 9.4% |
| 3 | 125 | 7.7% |
| 1 | 118 | 7.3% |
| 2 | 113 | 7.0% |
| 4 | 97 | 6.0% |
| 5 | 95 | 5.9% |
| 6 | 80 | 4.9% |
| 9 | 71 | 4.4% |
| 8 | 71 | 4.4% |
| Other values (20) | 473 |
ER Admission Before Surgery
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 420 | |
| True | 102 | 19.5% |
Diagnosis in ER
Text
| Distinct | 74 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Length
| Max length | 39 |
|---|---|
| Median length | 2 |
| Mean length | 4.9425287 |
| Min length | 2 |
Unique
| Unique | 57 ? |
|---|---|
| Unique (%) | 10.9% |
Sample
| 1st row | no |
|---|---|
| 2nd row | aneurysm-aortic dissection |
| 3rd row | epilepsy |
| 4th row | blast injury |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 420 | |
| fracture | 26 | 4.0% |
| right | 19 | 2.9% |
| left | 14 | 2.1% |
| hip | 11 | 1.7% |
| cyst | 8 | 1.2% |
| distal | 7 | 1.1% |
| appendicitis | 7 | 1.1% |
| icb | 5 | 0.8% |
| hernia | 5 | 0.8% |
| Other values (91) | 134 | 20.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 500 | |
| o | 464 | |
| i | 165 | 6.4% |
| t | 159 | 6.2% |
| r | 147 | 5.7% |
| a | 143 | 5.5% |
| e | 140 | 5.4% |
| 134 | 5.2% | |
| s | 99 | 3.8% |
| c | 82 | 3.2% |
| Other values (36) | 547 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2580 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 500 | |
| o | 464 | |
| i | 165 | 6.4% |
| t | 159 | 6.2% |
| r | 147 | 5.7% |
| a | 143 | 5.5% |
| e | 140 | 5.4% |
| 134 | 5.2% | |
| s | 99 | 3.8% |
| c | 82 | 3.2% |
| Other values (36) | 547 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2580 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 500 | |
| o | 464 | |
| i | 165 | 6.4% |
| t | 159 | 6.2% |
| r | 147 | 5.7% |
| a | 143 | 5.5% |
| e | 140 | 5.4% |
| 134 | 5.2% | |
| s | 99 | 3.8% |
| c | 82 | 3.2% |
| Other values (36) | 547 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2580 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 500 | |
| o | 464 | |
| i | 165 | 6.4% |
| t | 159 | 6.2% |
| r | 147 | 5.7% |
| a | 143 | 5.5% |
| e | 140 | 5.4% |
| 134 | 5.2% | |
| s | 99 | 3.8% |
| c | 82 | 3.2% |
| Other values (36) | 547 |
Radiology
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 423 | |
| True | 99 | 19.0% |
Type of medical Imaging
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| CT | 39 |
| yes | 26 |
| Echo | 18 |
| MRI | 16 |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.1494253 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | CT |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 423 | |
| CT | 39 | 7.5% |
| yes | 26 | 5.0% |
| Echo | 18 | 3.4% |
| MRI | 16 | 3.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 423 | |
| ct | 39 | 7.5% |
| yes | 26 | 5.0% |
| echo | 18 | 3.4% |
| mri | 16 | 3.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 441 | |
| n | 423 | |
| C | 39 | 3.5% |
| T | 39 | 3.5% |
| y | 26 | 2.3% |
| e | 26 | 2.3% |
| s | 26 | 2.3% |
| E | 18 | 1.6% |
| c | 18 | 1.6% |
| h | 18 | 1.6% |
| Other values (3) | 48 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1122 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 441 | |
| n | 423 | |
| C | 39 | 3.5% |
| T | 39 | 3.5% |
| y | 26 | 2.3% |
| e | 26 | 2.3% |
| s | 26 | 2.3% |
| E | 18 | 1.6% |
| c | 18 | 1.6% |
| h | 18 | 1.6% |
| Other values (3) | 48 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1122 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 441 | |
| n | 423 | |
| C | 39 | 3.5% |
| T | 39 | 3.5% |
| y | 26 | 2.3% |
| e | 26 | 2.3% |
| s | 26 | 2.3% |
| E | 18 | 1.6% |
| c | 18 | 1.6% |
| h | 18 | 1.6% |
| Other values (3) | 48 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1122 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 441 | |
| n | 423 | |
| C | 39 | 3.5% |
| T | 39 | 3.5% |
| y | 26 | 2.3% |
| e | 26 | 2.3% |
| s | 26 | 2.3% |
| E | 18 | 1.6% |
| c | 18 | 1.6% |
| h | 18 | 1.6% |
| Other values (3) | 48 | 4.3% |
Imaging Diagnosis
Text
| Distinct | 89 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 1 |
| Missing (%) | 0.2% |
| Memory size | 4.2 KiB |
Length
| Max length | 167 |
|---|---|
| Median length | 1 |
| Mean length | 7.6506718 |
| Min length | 1 |
Unique
| Unique | 80 ? |
|---|---|
| Unique (%) | 15.4% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | ruptured aneurysm-hematoma |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 422 | |
| fracture | 30 | 3.3% |
| right | 27 | 3.0% |
| left | 20 | 2.2% |
| the | 16 | 1.8% |
| distal | 12 | 1.3% |
| and | 11 | 1.2% |
| in | 8 | 0.9% |
| of | 7 | 0.8% |
| at | 7 | 0.8% |
| Other values (231) | 341 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 425 | 10.7% |
| 380 | 9.5% | |
| e | 321 | 8.1% |
| t | 301 | 7.6% |
| a | 284 | 7.1% |
| r | 260 | 6.5% |
| i | 255 | 6.4% |
| s | 187 | 4.7% |
| l | 179 | 4.5% |
| o | 171 | 4.3% |
| Other values (41) | 1223 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3986 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 425 | 10.7% |
| 380 | 9.5% | |
| e | 321 | 8.1% |
| t | 301 | 7.6% |
| a | 284 | 7.1% |
| r | 260 | 6.5% |
| i | 255 | 6.4% |
| s | 187 | 4.7% |
| l | 179 | 4.5% |
| o | 171 | 4.3% |
| Other values (41) | 1223 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3986 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 425 | 10.7% |
| 380 | 9.5% | |
| e | 321 | 8.1% |
| t | 301 | 7.6% |
| a | 284 | 7.1% |
| r | 260 | 6.5% |
| i | 255 | 6.4% |
| s | 187 | 4.7% |
| l | 179 | 4.5% |
| o | 171 | 4.3% |
| Other values (41) | 1223 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3986 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 425 | 10.7% |
| 380 | 9.5% | |
| e | 321 | 8.1% |
| t | 301 | 7.6% |
| a | 284 | 7.1% |
| r | 260 | 6.5% |
| i | 255 | 6.4% |
| s | 187 | 4.7% |
| l | 179 | 4.5% |
| o | 171 | 4.3% |
| Other values (41) | 1223 |
Pre-BUN
Real number (ℝ)
High correlation Missing
| Distinct | 43 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 200 |
| Missing (%) | 38.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.379814 |
| Minimum | 5 |
|---|---|
| Maximum | 170 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 12 |
| median | 15 |
| Q3 | 19 |
| 95-th percentile | 47 |
| Maximum | 170 |
| Range | 165 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 18.345341 |
|---|---|
| Coefficient of variation (CV) | 0.94662111 |
| Kurtosis | 34.274002 |
| Mean | 19.379814 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 5.2723949 |
| Sum | 6240.3 |
| Variance | 336.55152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 32 | 6.1% |
| 14 | 29 | 5.6% |
| 15 | 24 | 4.6% |
| 12 | 24 | 4.6% |
| 16 | 23 | 4.4% |
| 11 | 23 | 4.4% |
| 17 | 22 | 4.2% |
| 9 | 16 | 3.1% |
| 21 | 15 | 2.9% |
| 19 | 14 | 2.7% |
| Other values (33) | 100 | |
| (Missing) | 200 |
| Value | Count | Frequency (%) |
| 5 | 2 | 0.4% |
| 7 | 3 | 0.6% |
| 8 | 8 | 1.5% |
| 9 | 16 | |
| 10 | 11 | 2.1% |
| 11 | 23 | |
| 12 | 24 | |
| 13 | 32 | |
| 14 | 29 | |
| 15 | 24 |
| Value | Count | Frequency (%) |
| 170 | 2 | |
| 121 | 2 | |
| 96 | 1 | |
| 80 | 2 | |
| 77 | 1 | |
| 59 | 1 | |
| 58 | 2 | |
| 56 | 2 | |
| 51 | 1 | |
| 48 | 2 |
BUN day 1 post surgery
Real number (ℝ)
High correlation Missing
| Distinct | 33 |
|---|---|
| Distinct (%) | 54.1% |
| Missing | 461 |
| Missing (%) | 88.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.113115 |
| Minimum | 4 |
|---|---|
| Maximum | 93 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 11 |
| median | 15 |
| Q3 | 25 |
| 95-th percentile | 51 |
| Maximum | 93 |
| Range | 89 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 17.386311 |
|---|---|
| Coefficient of variation (CV) | 0.82348396 |
| Kurtosis | 6.2023715 |
| Mean | 21.113115 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.3111527 |
| Sum | 1287.9 |
| Variance | 302.28383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 5 | 1.0% |
| 10 | 5 | 1.0% |
| 13 | 4 | 0.8% |
| 15 | 4 | 0.8% |
| 17 | 3 | 0.6% |
| 16 | 3 | 0.6% |
| 12 | 3 | 0.6% |
| 21 | 2 | 0.4% |
| 26 | 2 | 0.4% |
| 4 | 2 | 0.4% |
| Other values (23) | 28 | 5.4% |
| (Missing) | 461 |
| Value | Count | Frequency (%) |
| 4 | 2 | 0.4% |
| 5 | 1 | 0.2% |
| 6 | 2 | 0.4% |
| 6.9 | 1 | 0.2% |
| 7 | 1 | 0.2% |
| 8 | 1 | 0.2% |
| 9 | 1 | 0.2% |
| 10 | 5 | |
| 11 | 2 | 0.4% |
| 12 | 3 |
| Value | Count | Frequency (%) |
| 93 | 1 | |
| 83 | 1 | |
| 60 | 1 | |
| 51 | 1 | |
| 50 | 1 | |
| 42 | 2 | |
| 41 | 1 | |
| 36 | 1 | |
| 33 | 1 | |
| 32 | 1 |
BUN before Discharge
Real number (ℝ)
High correlation Missing
| Distinct | 26 |
|---|---|
| Distinct (%) | 78.8% |
| Missing | 489 |
| Missing (%) | 93.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.515152 |
| Minimum | 3 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 5.2 |
| Q1 | 14 |
| median | 20 |
| Q3 | 27 |
| 95-th percentile | 47.4 |
| Maximum | 70 |
| Range | 67 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 14.981491 |
|---|---|
| Coefficient of variation (CV) | 0.63709949 |
| Kurtosis | 1.5714143 |
| Mean | 23.515152 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 1.1337682 |
| Sum | 776 |
| Variance | 224.44508 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27 | 3 | 0.6% |
| 45 | 2 | 0.4% |
| 23 | 2 | 0.4% |
| 19 | 2 | 0.4% |
| 40 | 2 | 0.4% |
| 16 | 2 | 0.4% |
| 13 | 1 | 0.2% |
| 15 | 1 | 0.2% |
| 38 | 1 | 0.2% |
| 11 | 1 | 0.2% |
| Other values (16) | 16 | 3.1% |
| (Missing) | 489 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 4 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 11 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 15 | 1 |
| Value | Count | Frequency (%) |
| 70 | 1 | 0.2% |
| 51 | 1 | 0.2% |
| 45 | 2 | |
| 40 | 2 | |
| 38 | 1 | 0.2% |
| 30 | 1 | 0.2% |
| 27 | 3 | |
| 26 | 1 | 0.2% |
| 25 | 1 | 0.2% |
| 24 | 1 | 0.2% |
Pre-Creatinine
Real number (ℝ)
High correlation Missing
| Distinct | 121 |
|---|---|
| Distinct (%) | 29.1% |
| Missing | 106 |
| Missing (%) | 20.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1283654 |
| Minimum | 0.27 |
|---|---|
| Maximum | 13.31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0.27 |
|---|---|
| 5-th percentile | 0.48 |
| Q1 | 0.65 |
| median | 0.8 |
| Q3 | 0.97 |
| 95-th percentile | 2.7475 |
| Maximum | 13.31 |
| Range | 13.04 |
| Interquartile range (IQR) | 0.32 |
Descriptive statistics
| Standard deviation | 1.4800131 |
|---|---|
| Coefficient of variation (CV) | 1.3116435 |
| Kurtosis | 29.119399 |
| Mean | 1.1283654 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | 5.110765 |
| Sum | 469.4 |
| Variance | 2.1904388 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.8 | 12 | 2.3% |
| 0.73 | 12 | 2.3% |
| 0.82 | 10 | 1.9% |
| 0.84 | 10 | 1.9% |
| 0.74 | 9 | 1.7% |
| 0.65 | 9 | 1.7% |
| 0.67 | 9 | 1.7% |
| 0.68 | 9 | 1.7% |
| 0.58 | 8 | 1.5% |
| 0.72 | 8 | 1.5% |
| Other values (111) | 320 | |
| (Missing) | 106 | 20.3% |
| Value | Count | Frequency (%) |
| 0.27 | 1 | 0.2% |
| 0.32 | 1 | 0.2% |
| 0.33 | 1 | 0.2% |
| 0.35 | 1 | 0.2% |
| 0.36 | 1 | 0.2% |
| 0.38 | 1 | 0.2% |
| 0.39 | 3 | |
| 0.4 | 3 | |
| 0.41 | 1 | 0.2% |
| 0.42 | 3 |
| Value | Count | Frequency (%) |
| 13.31 | 1 | |
| 11.62 | 1 | |
| 10.55 | 2 | |
| 8.67 | 1 | |
| 7.67 | 1 | |
| 7.53 | 1 | |
| 7.22 | 1 | |
| 6.9 | 1 | |
| 6.89 | 1 | |
| 6.61 | 1 |
Creatinine_D1
Real number (ℝ)
High correlation Missing
| Distinct | 67 |
|---|---|
| Distinct (%) | 81.7% |
| Missing | 440 |
| Missing (%) | 84.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5582927 |
| Minimum | 0.26 |
|---|---|
| Maximum | 11.82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0.26 |
|---|---|
| 5-th percentile | 0.43 |
| Q1 | 0.6325 |
| median | 0.825 |
| Q3 | 1.35 |
| 95-th percentile | 5.5915 |
| Maximum | 11.82 |
| Range | 11.56 |
| Interquartile range (IQR) | 0.7175 |
Descriptive statistics
| Standard deviation | 1.9653215 |
|---|---|
| Coefficient of variation (CV) | 1.2612017 |
| Kurtosis | 10.905262 |
| Mean | 1.5582927 |
| Median Absolute Deviation (MAD) | 0.31 |
| Skewness | 3.1199558 |
| Sum | 127.78 |
| Variance | 3.8624884 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.68 | 4 | 0.8% |
| 0.43 | 3 | 0.6% |
| 0.82 | 3 | 0.6% |
| 0.8 | 2 | 0.4% |
| 1.13 | 2 | 0.4% |
| 0.51 | 2 | 0.4% |
| 0.81 | 2 | 0.4% |
| 0.67 | 2 | 0.4% |
| 0.61 | 2 | 0.4% |
| 1 | 2 | 0.4% |
| Other values (57) | 58 | 11.1% |
| (Missing) | 440 |
| Value | Count | Frequency (%) |
| 0.26 | 1 | 0.2% |
| 0.38 | 1 | 0.2% |
| 0.41 | 1 | 0.2% |
| 0.42 | 1 | 0.2% |
| 0.43 | 3 | |
| 0.45 | 1 | 0.2% |
| 0.48 | 1 | 0.2% |
| 0.49 | 1 | 0.2% |
| 0.5 | 1 | 0.2% |
| 0.51 | 2 |
| Value | Count | Frequency (%) |
| 11.82 | 1 | |
| 8.04 | 1 | |
| 7.75 | 1 | |
| 6.88 | 1 | |
| 5.64 | 1 | |
| 4.67 | 1 | |
| 4.6 | 1 | |
| 4.5 | 1 | |
| 3.54 | 1 | |
| 3.53 | 1 |
Creatinine before Discharge
Real number (ℝ)
High correlation Missing
| Distinct | 34 |
|---|---|
| Distinct (%) | 72.3% |
| Missing | 475 |
| Missing (%) | 91.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1278723 |
| Minimum | 0.28 |
|---|---|
| Maximum | 6.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 0.28 |
|---|---|
| 5-th percentile | 0.409 |
| Q1 | 0.62 |
| median | 0.86 |
| Q3 | 1.31 |
| 95-th percentile | 2.107 |
| Maximum | 6.87 |
| Range | 6.59 |
| Interquartile range (IQR) | 0.69 |
Descriptive statistics
| Standard deviation | 1.0114646 |
|---|---|
| Coefficient of variation (CV) | 0.89678995 |
| Kurtosis | 22.876876 |
| Mean | 1.1278723 |
| Median Absolute Deviation (MAD) | 0.28 |
| Skewness | 4.2461777 |
| Sum | 53.01 |
| Variance | 1.0230606 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.62 | 4 | 0.8% |
| 1.54 | 3 | 0.6% |
| 0.6 | 3 | 0.6% |
| 0.99 | 2 | 0.4% |
| 0.58 | 2 | 0.4% |
| 0.68 | 2 | 0.4% |
| 0.63 | 2 | 0.4% |
| 1.96 | 2 | 0.4% |
| 0.86 | 2 | 0.4% |
| 1.55 | 1 | 0.2% |
| Other values (24) | 24 | 4.6% |
| (Missing) | 475 |
| Value | Count | Frequency (%) |
| 0.28 | 1 | 0.2% |
| 0.3 | 1 | 0.2% |
| 0.4 | 1 | 0.2% |
| 0.43 | 1 | 0.2% |
| 0.54 | 1 | 0.2% |
| 0.58 | 2 | |
| 0.6 | 3 | |
| 0.61 | 1 | 0.2% |
| 0.62 | 4 | |
| 0.63 | 2 |
| Value | Count | Frequency (%) |
| 6.87 | 1 | 0.2% |
| 2.9 | 1 | 0.2% |
| 2.17 | 1 | 0.2% |
| 1.96 | 2 | |
| 1.78 | 1 | 0.2% |
| 1.55 | 1 | 0.2% |
| 1.54 | 3 | |
| 1.39 | 1 | 0.2% |
| 1.37 | 1 | 0.2% |
| 1.25 | 1 | 0.2% |
Pre Na
Real number (ℝ)
High correlation Missing
| Distinct | 22 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 187 |
| Missing (%) | 35.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 138.88358 |
| Minimum | 121 |
|---|---|
| Maximum | 153 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 121 |
|---|---|
| 5-th percentile | 134 |
| Q1 | 138 |
| median | 139 |
| Q3 | 141 |
| 95-th percentile | 142.3 |
| Maximum | 153 |
| Range | 32 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.0897065 |
|---|---|
| Coefficient of variation (CV) | 0.022246737 |
| Kurtosis | 7.3009521 |
| Mean | 138.88358 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.1413619 |
| Sum | 46526 |
| Variance | 9.5462865 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 139 | 66 | 12.6% |
| 140 | 59 | 11.3% |
| 138 | 46 | 8.8% |
| 141 | 44 | 8.4% |
| 137 | 28 | 5.4% |
| 142 | 27 | 5.2% |
| 134 | 13 | 2.5% |
| 136 | 13 | 2.5% |
| 143 | 11 | 2.1% |
| 135 | 9 | 1.7% |
| Other values (12) | 19 | 3.6% |
| (Missing) | 187 |
| Value | Count | Frequency (%) |
| 121 | 1 | 0.2% |
| 123 | 1 | 0.2% |
| 126 | 1 | 0.2% |
| 128 | 1 | 0.2% |
| 130 | 1 | 0.2% |
| 132 | 5 | 1.0% |
| 133 | 3 | 0.6% |
| 134 | 13 | |
| 135 | 9 | |
| 136 | 13 |
| Value | Count | Frequency (%) |
| 153 | 1 | 0.2% |
| 149 | 1 | 0.2% |
| 148 | 1 | 0.2% |
| 147 | 1 | 0.2% |
| 144 | 2 | 0.4% |
| 143 | 11 | 2.1% |
| 142 | 27 | |
| 141 | 44 | |
| 140 | 59 | |
| 139 | 66 |
Na day 1 post surgery
Real number (ℝ)
High correlation Missing
| Distinct | 18 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 437 |
| Missing (%) | 83.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 138.96471 |
| Minimum | 129 |
|---|---|
| Maximum | 151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 129 |
|---|---|
| 5-th percentile | 133.2 |
| Q1 | 137 |
| median | 139 |
| Q3 | 141 |
| 95-th percentile | 144.8 |
| Maximum | 151 |
| Range | 22 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.6561985 |
|---|---|
| Coefficient of variation (CV) | 0.026310267 |
| Kurtosis | 2.0955127 |
| Mean | 138.96471 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.48539179 |
| Sum | 11812 |
| Variance | 13.367787 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 139 | 14 | 2.7% |
| 142 | 11 | 2.1% |
| 138 | 11 | 2.1% |
| 141 | 8 | 1.5% |
| 137 | 8 | 1.5% |
| 140 | 8 | 1.5% |
| 135 | 6 | 1.1% |
| 136 | 5 | 1.0% |
| 151 | 2 | 0.4% |
| 134 | 2 | 0.4% |
| Other values (8) | 10 | 1.9% |
| (Missing) | 437 |
| Value | Count | Frequency (%) |
| 129 | 1 | 0.2% |
| 131 | 1 | 0.2% |
| 132 | 1 | 0.2% |
| 133 | 2 | 0.4% |
| 134 | 2 | 0.4% |
| 135 | 6 | |
| 136 | 5 | 1.0% |
| 137 | 8 | |
| 138 | 11 | |
| 139 | 14 |
| Value | Count | Frequency (%) |
| 151 | 2 | 0.4% |
| 147 | 1 | 0.2% |
| 145 | 2 | 0.4% |
| 144 | 1 | 0.2% |
| 143 | 1 | 0.2% |
| 142 | 11 | |
| 141 | 8 | |
| 140 | 8 | |
| 139 | 14 | |
| 138 | 11 |
Na before Discharge
Real number (ℝ)
High correlation Missing
| Distinct | 13 |
|---|---|
| Distinct (%) | 23.2% |
| Missing | 466 |
| Missing (%) | 89.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 138.05357 |
| Minimum | 128 |
|---|---|
| Maximum | 147 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 128 |
|---|---|
| 5-th percentile | 132.5 |
| Q1 | 135.75 |
| median | 139 |
| Q3 | 140 |
| 95-th percentile | 143 |
| Maximum | 147 |
| Range | 19 |
| Interquartile range (IQR) | 4.25 |
Descriptive statistics
| Standard deviation | 3.7727234 |
|---|---|
| Coefficient of variation (CV) | 0.027327966 |
| Kurtosis | 1.2004993 |
| Mean | 138.05357 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.67305181 |
| Sum | 7731 |
| Variance | 14.233442 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 139 | 13 | 2.5% |
| 134 | 6 | 1.1% |
| 140 | 6 | 1.1% |
| 138 | 5 | 1.0% |
| 142 | 5 | 1.0% |
| 135 | 5 | 1.0% |
| 143 | 3 | 0.6% |
| 128 | 3 | 0.6% |
| 137 | 3 | 0.6% |
| 136 | 3 | 0.6% |
| Other values (3) | 4 | 0.8% |
| (Missing) | 466 |
| Value | Count | Frequency (%) |
| 128 | 3 | 0.6% |
| 134 | 6 | |
| 135 | 5 | 1.0% |
| 136 | 3 | 0.6% |
| 137 | 3 | 0.6% |
| 138 | 5 | 1.0% |
| 139 | 13 | |
| 140 | 6 | |
| 141 | 2 | 0.4% |
| 142 | 5 | 1.0% |
| Value | Count | Frequency (%) |
| 147 | 1 | 0.2% |
| 144 | 1 | 0.2% |
| 143 | 3 | 0.6% |
| 142 | 5 | 1.0% |
| 141 | 2 | 0.4% |
| 140 | 6 | |
| 139 | 13 | |
| 138 | 5 | 1.0% |
| 137 | 3 | 0.6% |
| 136 | 3 | 0.6% |
Pre HB
Real number (ℝ)
High correlation Missing
| Distinct | 96 |
|---|---|
| Distinct (%) | 18.8% |
| Missing | 10 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.378125 |
| Minimum | 5 |
|---|---|
| Maximum | 18.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 9.655 |
| Q1 | 11.9 |
| median | 13.4 |
| Q3 | 15 |
| 95-th percentile | 16.7 |
| Maximum | 18.6 |
| Range | 13.6 |
| Interquartile range (IQR) | 3.1 |
Descriptive statistics
| Standard deviation | 2.2070404 |
|---|---|
| Coefficient of variation (CV) | 0.16497382 |
| Kurtosis | 0.29556866 |
| Mean | 13.378125 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.39162879 |
| Sum | 6849.6 |
| Variance | 4.8710274 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.6 | 14 | 2.7% |
| 12.9 | 13 | 2.5% |
| 13.7 | 13 | 2.5% |
| 11.6 | 13 | 2.5% |
| 15.1 | 12 | 2.3% |
| 14.1 | 12 | 2.3% |
| 13.3 | 12 | 2.3% |
| 13.1 | 11 | 2.1% |
| 12.7 | 11 | 2.1% |
| 12.6 | 11 | 2.1% |
| Other values (86) | 390 |
| Value | Count | Frequency (%) |
| 5 | 1 | 0.2% |
| 5.5 | 1 | 0.2% |
| 7.2 | 2 | |
| 7.4 | 3 | |
| 7.7 | 1 | 0.2% |
| 7.9 | 1 | 0.2% |
| 8 | 1 | 0.2% |
| 8.4 | 1 | 0.2% |
| 8.7 | 2 | |
| 8.8 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 18.6 | 2 | 0.4% |
| 18 | 1 | 0.2% |
| 17.9 | 1 | 0.2% |
| 17.6 | 3 | |
| 17.5 | 1 | 0.2% |
| 17.4 | 2 | 0.4% |
| 17.2 | 3 | |
| 17.1 | 2 | 0.4% |
| 17 | 5 | |
| 16.9 | 2 | 0.4% |
HB day 1 post surgery
Real number (ℝ)
High correlation Missing
| Distinct | 62 |
|---|---|
| Distinct (%) | 51.2% |
| Missing | 401 |
| Missing (%) | 76.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.094545 |
| Minimum | 7 |
|---|---|
| Maximum | 15.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 7.7 |
| Q1 | 9.5 |
| median | 11.2 |
| Q3 | 12.5 |
| 95-th percentile | 14.1 |
| Maximum | 15.9 |
| Range | 8.9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.9996 |
|---|---|
| Coefficient of variation (CV) | 0.18023271 |
| Kurtosis | -0.72551432 |
| Mean | 11.094545 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -0.065212529 |
| Sum | 1342.44 |
| Variance | 3.9984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12.5 | 5 | 1.0% |
| 10.4 | 5 | 1.0% |
| 12.1 | 5 | 1.0% |
| 11.2 | 5 | 1.0% |
| 12.2 | 4 | 0.8% |
| 11.9 | 4 | 0.8% |
| 8.9 | 4 | 0.8% |
| 11.8 | 3 | 0.6% |
| 12.7 | 3 | 0.6% |
| 12.9 | 3 | 0.6% |
| Other values (52) | 80 | 15.3% |
| (Missing) | 401 |
| Value | Count | Frequency (%) |
| 7 | 1 | |
| 7.1 | 1 | |
| 7.2 | 1 | |
| 7.5 | 2 | |
| 7.6 | 1 | |
| 7.7 | 1 | |
| 7.8 | 2 | |
| 8.2 | 2 | |
| 8.5 | 1 | |
| 8.6 | 2 |
| Value | Count | Frequency (%) |
| 15.9 | 1 | |
| 15.2 | 1 | |
| 14.8 | 1 | |
| 14.4 | 2 | |
| 14.1 | 2 | |
| 14 | 2 | |
| 13.9 | 1 | |
| 13.8 | 2 | |
| 13.7 | 2 | |
| 13.4 | 1 |
HB before discharge
Real number (ℝ)
High correlation Missing
| Distinct | 41 |
|---|---|
| Distinct (%) | 60.3% |
| Missing | 454 |
| Missing (%) | 87.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.879412 |
| Minimum | 7.4 |
|---|---|
| Maximum | 15.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 7.4 |
|---|---|
| 5-th percentile | 7.9 |
| Q1 | 9.5 |
| median | 10.6 |
| Q3 | 12.3 |
| 95-th percentile | 13.895 |
| Maximum | 15.8 |
| Range | 8.4 |
| Interquartile range (IQR) | 2.8 |
Descriptive statistics
| Standard deviation | 1.880819 |
|---|---|
| Coefficient of variation (CV) | 0.17287874 |
| Kurtosis | -0.31282244 |
| Mean | 10.879412 |
| Median Absolute Deviation (MAD) | 1.3 |
| Skewness | 0.30503922 |
| Sum | 739.8 |
| Variance | 3.5374802 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.3 | 4 | 0.8% |
| 10.2 | 3 | 0.6% |
| 12.4 | 3 | 0.6% |
| 9.6 | 3 | 0.6% |
| 9.7 | 3 | 0.6% |
| 10.6 | 3 | 0.6% |
| 11.3 | 3 | 0.6% |
| 12.2 | 3 | 0.6% |
| 12.9 | 2 | 0.4% |
| 10.4 | 2 | 0.4% |
| Other values (31) | 39 | 7.5% |
| (Missing) | 454 |
| Value | Count | Frequency (%) |
| 7.4 | 1 | 0.2% |
| 7.7 | 2 | |
| 7.9 | 2 | |
| 8.2 | 1 | 0.2% |
| 8.4 | 1 | 0.2% |
| 8.6 | 1 | 0.2% |
| 8.7 | 1 | 0.2% |
| 9 | 1 | 0.2% |
| 9.3 | 4 | |
| 9.4 | 2 |
| Value | Count | Frequency (%) |
| 15.8 | 1 | |
| 15.2 | 1 | |
| 14.5 | 1 | |
| 14 | 1 | |
| 13.7 | 1 | |
| 13.4 | 1 | |
| 13.2 | 1 | |
| 12.9 | 2 | |
| 12.8 | 1 | |
| 12.7 | 2 |
Pre Platelet
Real number (ℝ)
High correlation Missing
| Distinct | 250 |
|---|---|
| Distinct (%) | 48.9% |
| Missing | 11 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 281.3953 |
| Minimum | 33 |
|---|---|
| Maximum | 990 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 33 |
|---|---|
| 5-th percentile | 159 |
| Q1 | 218 |
| median | 275 |
| Q3 | 329 |
| 95-th percentile | 433 |
| Maximum | 990 |
| Range | 957 |
| Interquartile range (IQR) | 111 |
Descriptive statistics
| Standard deviation | 91.805551 |
|---|---|
| Coefficient of variation (CV) | 0.32625118 |
| Kurtosis | 7.5056565 |
| Mean | 281.3953 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 1.5297214 |
| Sum | 143793 |
| Variance | 8428.2591 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 272 | 6 | 1.1% |
| 273 | 6 | 1.1% |
| 332 | 6 | 1.1% |
| 302 | 5 | 1.0% |
| 256 | 5 | 1.0% |
| 224 | 5 | 1.0% |
| 227 | 5 | 1.0% |
| 307 | 5 | 1.0% |
| 270 | 5 | 1.0% |
| 279 | 5 | 1.0% |
| Other values (240) | 458 | |
| (Missing) | 11 | 2.1% |
| Value | Count | Frequency (%) |
| 33 | 1 | |
| 105 | 1 | |
| 114 | 1 | |
| 118 | 1 | |
| 120 | 1 | |
| 127 | 1 | |
| 132 | 1 | |
| 139 | 2 | |
| 140 | 1 | |
| 141 | 1 |
| Value | Count | Frequency (%) |
| 990 | 1 | |
| 687 | 1 | |
| 595 | 2 | |
| 582 | 1 | |
| 552 | 1 | |
| 543 | 1 | |
| 541 | 1 | |
| 513 | 1 | |
| 507 | 1 | |
| 504 | 1 |
Platelet day 1 post surgery
Real number (ℝ)
High correlation Missing
| Distinct | 99 |
|---|---|
| Distinct (%) | 81.8% |
| Missing | 401 |
| Missing (%) | 76.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 259.80165 |
| Minimum | 98 |
|---|---|
| Maximum | 519 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 98 |
|---|---|
| 5-th percentile | 128 |
| Q1 | 191 |
| median | 245 |
| Q3 | 308 |
| 95-th percentile | 448 |
| Maximum | 519 |
| Range | 421 |
| Interquartile range (IQR) | 117 |
Descriptive statistics
| Standard deviation | 95.8708 |
|---|---|
| Coefficient of variation (CV) | 0.36901536 |
| Kurtosis | 0.24691046 |
| Mean | 259.80165 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 0.76180761 |
| Sum | 31436 |
| Variance | 9191.2103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 196 | 2 | 0.4% |
| 261 | 2 | 0.4% |
| 217 | 2 | 0.4% |
| 126 | 2 | 0.4% |
| 297 | 2 | 0.4% |
| 171 | 2 | 0.4% |
| 332 | 2 | 0.4% |
| 245 | 2 | 0.4% |
| 242 | 2 | 0.4% |
| 216 | 2 | 0.4% |
| Other values (89) | 101 | 19.3% |
| (Missing) | 401 |
| Value | Count | Frequency (%) |
| 98 | 1 | |
| 109 | 1 | |
| 120 | 1 | |
| 122 | 1 | |
| 126 | 2 | |
| 128 | 1 | |
| 129 | 1 | |
| 131 | 1 | |
| 137 | 1 | |
| 141 | 1 |
| Value | Count | Frequency (%) |
| 519 | 1 | |
| 513 | 1 | |
| 501 | 2 | |
| 491 | 1 | |
| 454 | 1 | |
| 448 | 1 | |
| 441 | 1 | |
| 438 | 1 | |
| 435 | 1 | |
| 418 | 1 |
Platelet befor eDischarge
Real number (ℝ)
High correlation Missing
| Distinct | 57 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 454 |
| Missing (%) | 87.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.26471 |
| Minimum | 46 |
|---|---|
| Maximum | 497 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 114.85 |
| Q1 | 203.5 |
| median | 235.5 |
| Q3 | 319.25 |
| 95-th percentile | 458 |
| Maximum | 497 |
| Range | 451 |
| Interquartile range (IQR) | 115.75 |
Descriptive statistics
| Standard deviation | 102.41569 |
|---|---|
| Coefficient of variation (CV) | 0.39655318 |
| Kurtosis | 0.039600958 |
| Mean | 258.26471 |
| Median Absolute Deviation (MAD) | 60.5 |
| Skewness | 0.34326438 |
| Sum | 17562 |
| Variance | 10488.974 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 46 | 3 | 0.6% |
| 214 | 2 | 0.4% |
| 145 | 2 | 0.4% |
| 199 | 2 | 0.4% |
| 228 | 2 | 0.4% |
| 212 | 2 | 0.4% |
| 368 | 2 | 0.4% |
| 300 | 2 | 0.4% |
| 237 | 2 | 0.4% |
| 458 | 2 | 0.4% |
| Other values (47) | 47 | 9.0% |
| (Missing) | 454 |
| Value | Count | Frequency (%) |
| 46 | 3 | |
| 104 | 1 | 0.2% |
| 135 | 1 | 0.2% |
| 137 | 1 | 0.2% |
| 145 | 2 | |
| 147 | 1 | 0.2% |
| 156 | 1 | 0.2% |
| 172 | 1 | 0.2% |
| 174 | 1 | 0.2% |
| 177 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 497 | 1 | |
| 494 | 1 | |
| 463 | 1 | |
| 458 | 2 | |
| 408 | 1 | |
| 405 | 1 | |
| 385 | 1 | |
| 368 | 2 | |
| 364 | 1 | |
| 361 | 1 |
Date of Surgery
Date
| Distinct | 30 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| Minimum | 2025-04-01 00:00:00 |
|---|---|
| Maximum | 2025-04-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Code of surgeon
Unsupported
Rejected Unsupported
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Surgery
Categorical
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| General surgery | |
|---|---|
| Orthopedic surgery | |
| Otolaryngic surgery | |
| Urologic surgery | |
| Neurosurgery | |
| Other values (4) |
Length
| Max length | 34 |
|---|---|
| Median length | 21 |
| Mean length | 16.362069 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urologic surgery |
|---|---|
| 2nd row | General surgery |
| 3rd row | General surgery |
| 4th row | Orthopedic surgery |
| 5th row | Neurosurgery |
Common Values
| Value | Count | Frequency (%) |
| General surgery | 169 | |
| Orthopedic surgery | 109 | |
| Otolaryngic surgery | 77 | |
| Urologic surgery | 66 | 12.6% |
| Neurosurgery | 57 | 10.9% |
| Vascular surgery | 25 | 4.8% |
| Gynecological surgery | 7 | 1.3% |
| Plastic and reconstruction surgery | 6 | 1.1% |
| Transplantation | 6 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| surgery | 459 | |
| general | 169 | 17.0% |
| orthopedic | 109 | 11.0% |
| otolaryngic | 77 | 7.8% |
| urologic | 66 | 6.6% |
| neurosurgery | 57 | 5.7% |
| vascular | 25 | 2.5% |
| gynecological | 7 | 0.7% |
| plastic | 6 | 0.6% |
| and | 6 | 0.6% |
| Other values (2) | 12 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1553 | |
| e | 1033 | |
| g | 666 | 7.8% |
| u | 604 | 7.1% |
| y | 600 | 7.0% |
| s | 559 | 6.5% |
| 471 | 5.5% | |
| o | 407 | 4.8% |
| l | 363 | 4.3% |
| a | 333 | 3.9% |
| Other values (14) | 1952 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8541 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1553 | |
| e | 1033 | |
| g | 666 | 7.8% |
| u | 604 | 7.1% |
| y | 600 | 7.0% |
| s | 559 | 6.5% |
| 471 | 5.5% | |
| o | 407 | 4.8% |
| l | 363 | 4.3% |
| a | 333 | 3.9% |
| Other values (14) | 1952 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8541 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1553 | |
| e | 1033 | |
| g | 666 | 7.8% |
| u | 604 | 7.1% |
| y | 600 | 7.0% |
| s | 559 | 6.5% |
| 471 | 5.5% | |
| o | 407 | 4.8% |
| l | 363 | 4.3% |
| a | 333 | 3.9% |
| Other values (14) | 1952 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8541 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1553 | |
| e | 1033 | |
| g | 666 | 7.8% |
| u | 604 | 7.1% |
| y | 600 | 7.0% |
| s | 559 | 6.5% |
| 471 | 5.5% | |
| o | 407 | 4.8% |
| l | 363 | 4.3% |
| a | 333 | 3.9% |
| Other values (14) | 1952 |
Emergency Status of surgery
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 473 | |
| True | 49 | 9.4% |
| Distinct | 92 |
|---|---|
| Distinct (%) | 17.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Length
| Max length | 28 |
|---|---|
| Median length | 22 |
| Mean length | 14.534483 |
| Min length | 3 |
Unique
| Unique | 28 ? |
|---|---|
| Unique (%) | 5.4% |
Sample
| 1st row | pyeloplasty |
|---|---|
| 2nd row | colectomy |
| 3rd row | excision of cyst-mass |
| 4th row | amputation |
| 5th row | ُEVD |
| Value | Count | Frequency (%) |
| surgery | 133 | 14.5% |
| of | 67 | 7.3% |
| excision | 58 | 6.3% |
| cyst-mass | 58 | 6.3% |
| lower | 35 | 3.8% |
| laminectomy | 30 | 3.3% |
| hernia | 30 | 3.3% |
| cholecystectomy | 26 | 2.8% |
| arm | 19 | 2.1% |
| adenoidectomy-tympanostomy | 18 | 2.0% |
| Other values (105) | 445 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 732 | 9.6% |
| o | 652 | 8.6% |
| s | 593 | 7.8% |
| r | 542 | 7.1% |
| y | 517 | 6.8% |
| t | 516 | 6.8% |
| m | 435 | 5.7% |
| c | 412 | 5.4% |
| i | 405 | 5.3% |
| 397 | 5.2% | |
| Other values (33) | 2386 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7587 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 732 | 9.6% |
| o | 652 | 8.6% |
| s | 593 | 7.8% |
| r | 542 | 7.1% |
| y | 517 | 6.8% |
| t | 516 | 6.8% |
| m | 435 | 5.7% |
| c | 412 | 5.4% |
| i | 405 | 5.3% |
| 397 | 5.2% | |
| Other values (33) | 2386 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7587 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 732 | 9.6% |
| o | 652 | 8.6% |
| s | 593 | 7.8% |
| r | 542 | 7.1% |
| y | 517 | 6.8% |
| t | 516 | 6.8% |
| m | 435 | 5.7% |
| c | 412 | 5.4% |
| i | 405 | 5.3% |
| 397 | 5.2% | |
| Other values (33) | 2386 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7587 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 732 | 9.6% |
| o | 652 | 8.6% |
| s | 593 | 7.8% |
| r | 542 | 7.1% |
| y | 517 | 6.8% |
| t | 516 | 6.8% |
| m | 435 | 5.7% |
| c | 412 | 5.4% |
| i | 405 | 5.3% |
| 397 | 5.2% | |
| Other values (33) | 2386 |
| Distinct | 331 |
|---|---|
| Distinct (%) | 63.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
Length
| Max length | 175 |
|---|---|
| Median length | 122 |
| Mean length | 34.097701 |
| Min length | 3 |
Unique
| Unique | 276 ? |
|---|---|
| Unique (%) | 52.9% |
Sample
| 1st row | left pyeloplasty |
|---|---|
| 2nd row | perforation of right colon-right hemicolectomy-anastomosis-ileostomy |
| 3rd row | excision of necrotic tissue of bilateral feet |
| 4th row | bilateral leg debridement-insertion of steinmenn pin right leg-amputation left foot-splenectomy-bleeding control-exploration of both eyes |
| 5th row | EVD insertion in the right ventricle |
| Value | Count | Frequency (%) |
| of | 145 | 6.2% |
| left | 125 | 5.4% |
| right | 118 | 5.1% |
| and | 79 | 3.4% |
| repair | 52 | 2.2% |
| excision | 45 | 1.9% |
| fixation | 37 | 1.6% |
| fracture | 36 | 1.5% |
| removal | 32 | 1.4% |
| hernia | 30 | 1.3% |
| Other values (605) | 1627 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1805 | 10.1% | |
| e | 1444 | 8.1% |
| t | 1412 | 7.9% |
| i | 1315 | 7.4% |
| a | 1265 | 7.1% |
| o | 1224 | 6.9% |
| r | 1109 | 6.2% |
| n | 994 | 5.6% |
| l | 922 | 5.2% |
| s | 787 | 4.4% |
| Other values (53) | 5522 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17799 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1805 | 10.1% | |
| e | 1444 | 8.1% |
| t | 1412 | 7.9% |
| i | 1315 | 7.4% |
| a | 1265 | 7.1% |
| o | 1224 | 6.9% |
| r | 1109 | 6.2% |
| n | 994 | 5.6% |
| l | 922 | 5.2% |
| s | 787 | 4.4% |
| Other values (53) | 5522 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17799 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1805 | 10.1% | |
| e | 1444 | 8.1% |
| t | 1412 | 7.9% |
| i | 1315 | 7.4% |
| a | 1265 | 7.1% |
| o | 1224 | 6.9% |
| r | 1109 | 6.2% |
| n | 994 | 5.6% |
| l | 922 | 5.2% |
| s | 787 | 4.4% |
| Other values (53) | 5522 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17799 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1805 | 10.1% | |
| e | 1444 | 8.1% |
| t | 1412 | 7.9% |
| i | 1315 | 7.4% |
| a | 1265 | 7.1% |
| o | 1224 | 6.9% |
| r | 1109 | 6.2% |
| n | 994 | 5.6% |
| l | 922 | 5.2% |
| s | 787 | 4.4% |
| Other values (53) | 5522 |
Duration Of Surgery
Real number (ℝ)
High correlation Missing
| Distinct | 138 |
|---|---|
| Distinct (%) | 26.7% |
| Missing | 6 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.97093 |
| Minimum | 3 |
|---|---|
| Maximum | 595 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 22 |
| median | 45 |
| Q3 | 90 |
| 95-th percentile | 215.25 |
| Maximum | 595 |
| Range | 592 |
| Interquartile range (IQR) | 68 |
Descriptive statistics
| Standard deviation | 71.869333 |
|---|---|
| Coefficient of variation (CV) | 1.0271313 |
| Kurtosis | 9.8546163 |
| Mean | 69.97093 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 2.5788191 |
| Sum | 36105 |
| Variance | 5165.2011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 31 | 5.9% |
| 25 | 30 | 5.7% |
| 10 | 22 | 4.2% |
| 15 | 21 | 4.0% |
| 45 | 21 | 4.0% |
| 40 | 20 | 3.8% |
| 35 | 13 | 2.5% |
| 50 | 12 | 2.3% |
| 30 | 11 | 2.1% |
| 60 | 11 | 2.1% |
| Other values (128) | 324 |
| Value | Count | Frequency (%) |
| 3 | 1 | 0.2% |
| 5 | 6 | 1.1% |
| 7 | 2 | 0.4% |
| 8 | 6 | 1.1% |
| 9 | 2 | 0.4% |
| 10 | 22 | |
| 11 | 2 | 0.4% |
| 12 | 6 | 1.1% |
| 13 | 6 | 1.1% |
| 14 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 595 | 1 | |
| 464 | 1 | |
| 420 | 1 | |
| 380 | 1 | |
| 368 | 1 | |
| 350 | 1 | |
| 325 | 1 | |
| 315 | 1 | |
| 293 | 1 | |
| 286 | 1 |
Extubation Post OR
Real number (ℝ)
High correlation Missing
| Distinct | 23 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 240 |
| Missing (%) | 46.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.113475 |
| Minimum | 1 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 5 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 20 |
| Maximum | 50 |
| Range | 49 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.2053727 |
|---|---|
| Coefficient of variation (CV) | 0.61357472 |
| Kurtosis | 6.6747742 |
| Mean | 10.113475 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.9059165 |
| Sum | 2852 |
| Variance | 38.506651 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 86 | 16.5% |
| 5 | 85 | 16.3% |
| 15 | 30 | 5.7% |
| 20 | 18 | 3.4% |
| 8 | 10 | 1.9% |
| 25 | 8 | 1.5% |
| 7 | 7 | 1.3% |
| 3 | 5 | 1.0% |
| 12 | 4 | 0.8% |
| 2 | 4 | 0.8% |
| Other values (13) | 25 | 4.8% |
| (Missing) | 240 |
| Value | Count | Frequency (%) |
| 1 | 3 | 0.6% |
| 2 | 4 | 0.8% |
| 3 | 5 | 1.0% |
| 4 | 1 | 0.2% |
| 5 | 85 | |
| 6 | 3 | 0.6% |
| 7 | 7 | 1.3% |
| 8 | 10 | 1.9% |
| 9 | 3 | 0.6% |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.2% |
| 35 | 1 | 0.2% |
| 30 | 2 | 0.4% |
| 25 | 8 | 1.5% |
| 23 | 1 | 0.2% |
| 20 | 18 | |
| 19 | 1 | 0.2% |
| 17 | 1 | 0.2% |
| 16 | 1 | 0.2% |
| 15 | 30 |
Blood Loss during surgery
Real number (ℝ)
High correlation Missing
| Distinct | 16 |
|---|---|
| Distinct (%) | 47.1% |
| Missing | 488 |
| Missing (%) | 93.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 389.85294 |
| Minimum | 25 |
|---|---|
| Maximum | 2000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 100 |
| median | 250 |
| Q3 | 500 |
| 95-th percentile | 1370 |
| Maximum | 2000 |
| Range | 1975 |
| Interquartile range (IQR) | 400 |
Descriptive statistics
| Standard deviation | 438.55217 |
|---|---|
| Coefficient of variation (CV) | 1.1249169 |
| Kurtosis | 5.6309288 |
| Mean | 389.85294 |
| Median Absolute Deviation (MAD) | 175 |
| Skewness | 2.2716001 |
| Sum | 13255 |
| Variance | 192328.01 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 500 | 5 | 1.0% |
| 100 | 4 | 0.8% |
| 200 | 3 | 0.6% |
| 50 | 3 | 0.6% |
| 300 | 3 | 0.6% |
| 250 | 3 | 0.6% |
| 700 | 2 | 0.4% |
| 400 | 2 | 0.4% |
| 30 | 2 | 0.4% |
| 120 | 1 | 0.2% |
| Other values (6) | 6 | 1.1% |
| (Missing) | 488 |
| Value | Count | Frequency (%) |
| 25 | 1 | 0.2% |
| 30 | 2 | |
| 50 | 3 | |
| 100 | 4 | |
| 120 | 1 | 0.2% |
| 150 | 1 | 0.2% |
| 200 | 3 | |
| 250 | 3 | |
| 300 | 3 | |
| 400 | 2 |
| Value | Count | Frequency (%) |
| 2000 | 1 | 0.2% |
| 1500 | 1 | 0.2% |
| 1300 | 1 | 0.2% |
| 700 | 2 | 0.4% |
| 600 | 1 | 0.2% |
| 500 | 5 | |
| 400 | 2 | 0.4% |
| 300 | 3 | |
| 250 | 3 | |
| 200 | 3 |
Urine Output
Real number (ℝ)
High correlation Missing
| Distinct | 15 |
|---|---|
| Distinct (%) | 44.1% |
| Missing | 488 |
| Missing (%) | 93.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 772.41176 |
| Minimum | 32 |
|---|---|
| Maximum | 3600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 282.5 |
| Q1 | 385 |
| median | 600 |
| Q3 | 950 |
| 95-th percentile | 1740 |
| Maximum | 3600 |
| Range | 3568 |
| Interquartile range (IQR) | 565 |
Descriptive statistics
| Standard deviation | 655.11614 |
|---|---|
| Coefficient of variation (CV) | 0.84814366 |
| Kurtosis | 10.059782 |
| Mean | 772.41176 |
| Median Absolute Deviation (MAD) | 260 |
| Skewness | 2.7485116 |
| Sum | 26262 |
| Variance | 429177.16 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 300 | 6 | 1.1% |
| 800 | 5 | 1.0% |
| 500 | 5 | 1.0% |
| 1000 | 3 | 0.6% |
| 600 | 3 | 0.6% |
| 1200 | 2 | 0.4% |
| 400 | 2 | 0.4% |
| 700 | 1 | 0.2% |
| 3600 | 1 | 0.2% |
| 250 | 1 | 0.2% |
| Other values (5) | 5 | 1.0% |
| (Missing) | 488 |
| Value | Count | Frequency (%) |
| 32 | 1 | 0.2% |
| 250 | 1 | 0.2% |
| 300 | 6 | |
| 380 | 1 | 0.2% |
| 400 | 2 | 0.4% |
| 500 | 5 | |
| 600 | 3 | |
| 700 | 1 | 0.2% |
| 800 | 5 | |
| 1000 | 3 |
| Value | Count | Frequency (%) |
| 3600 | 1 | 0.2% |
| 2000 | 1 | 0.2% |
| 1600 | 1 | 0.2% |
| 1400 | 1 | 0.2% |
| 1200 | 2 | 0.4% |
| 1000 | 3 | |
| 800 | 5 | |
| 700 | 1 | 0.2% |
| 600 | 3 | |
| 500 | 5 |
Pathology Findings
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| - | |
|---|---|
| no tumor | |
| tumor |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 4.4176245 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no tumor |
|---|---|
| 2nd row | no tumor |
| 3rd row | - |
| 4th row | no tumor |
| 5th row | - |
Common Values
| Value | Count | Frequency (%) |
| - | 238 | |
| no tumor | 216 | |
| tumor | 68 | 13.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| tumor | 284 | |
| 238 | ||
| no | 216 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 500 | |
| m | 284 | |
| u | 284 | |
| t | 284 | |
| r | 284 | |
| - | 238 | |
| 216 | ||
| n | 216 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2306 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 500 | |
| m | 284 | |
| u | 284 | |
| t | 284 | |
| r | 284 | |
| - | 238 | |
| 216 | ||
| n | 216 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2306 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 500 | |
| m | 284 | |
| u | 284 | |
| t | 284 | |
| r | 284 | |
| - | 238 | |
| 216 | ||
| n | 216 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2306 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 500 | |
| m | 284 | |
| u | 284 | |
| t | 284 | |
| r | 284 | |
| - | 238 | |
| 216 | ||
| n | 216 |
Tumor Category
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 454 |
| Missing (%) | 87.0% |
| Memory size | 4.2 KiB |
| benign | |
|---|---|
| malignant |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 7.3235294 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | benign |
|---|---|
| 2nd row | benign |
| 3rd row | benign |
| 4th row | benign |
| 5th row | benign |
Common Values
| Value | Count | Frequency (%) |
| benign | 38 | 7.3% |
| malignant | 30 | 5.7% |
| (Missing) | 454 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| benign | 38 | |
| malignant | 30 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 136 | |
| g | 68 | |
| i | 68 | |
| a | 60 | |
| b | 38 | 7.6% |
| e | 38 | 7.6% |
| m | 30 | 6.0% |
| l | 30 | 6.0% |
| t | 30 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 498 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 136 | |
| g | 68 | |
| i | 68 | |
| a | 60 | |
| b | 38 | 7.6% |
| e | 38 | 7.6% |
| m | 30 | 6.0% |
| l | 30 | 6.0% |
| t | 30 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 498 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 136 | |
| g | 68 | |
| i | 68 | |
| a | 60 | |
| b | 38 | 7.6% |
| e | 38 | 7.6% |
| m | 30 | 6.0% |
| l | 30 | 6.0% |
| t | 30 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 498 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 136 | |
| g | 68 | |
| i | 68 | |
| a | 60 | |
| b | 38 | 7.6% |
| e | 38 | 7.6% |
| m | 30 | 6.0% |
| l | 30 | 6.0% |
| t | 30 | 6.0% |
Missing
| Distinct | 102 |
|---|---|
| Distinct (%) | 35.8% |
| Missing | 237 |
| Missing (%) | 45.4% |
| Memory size | 4.2 KiB |
Length
| Max length | 56 |
|---|---|
| Median length | 37 |
| Mean length | 14.919298 |
| Min length | 1 |
Unique
| Unique | 78 ? |
|---|---|
| Unique (%) | 27.4% |
Sample
| 1st row | erosion |
|---|---|
| 2nd row | inflammation |
| 3rd row | lasceration-hematoma |
| 4th row | necrosis |
| 5th row | pilonidal sinus |
| Value | Count | Frequency (%) |
| inflammation | 65 | 14.8% |
| hyperplasia | 32 | 7.3% |
| fibrosis | 27 | 6.2% |
| lipoma | 17 | 3.9% |
| carcinoma | 15 | 3.4% |
| cyst | 13 | 3.0% |
| cholelithiasis | 13 | 3.0% |
| adenocarcinoma | 11 | 2.5% |
| degenerative | 8 | 1.8% |
| fibrocartilage | 8 | 1.8% |
| Other values (141) | 230 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 506 | |
| a | 501 | |
| o | 327 | 7.7% |
| n | 296 | 7.0% |
| l | 285 | 6.7% |
| e | 270 | 6.3% |
| m | 255 | 6.0% |
| r | 237 | 5.6% |
| s | 234 | 5.5% |
| t | 221 | 5.2% |
| Other values (22) | 1120 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4252 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 506 | |
| a | 501 | |
| o | 327 | 7.7% |
| n | 296 | 7.0% |
| l | 285 | 6.7% |
| e | 270 | 6.3% |
| m | 255 | 6.0% |
| r | 237 | 5.6% |
| s | 234 | 5.5% |
| t | 221 | 5.2% |
| Other values (22) | 1120 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4252 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 506 | |
| a | 501 | |
| o | 327 | 7.7% |
| n | 296 | 7.0% |
| l | 285 | 6.7% |
| e | 270 | 6.3% |
| m | 255 | 6.0% |
| r | 237 | 5.6% |
| s | 234 | 5.5% |
| t | 221 | 5.2% |
| Other values (22) | 1120 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4252 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 506 | |
| a | 501 | |
| o | 327 | 7.7% |
| n | 296 | 7.0% |
| l | 285 | 6.7% |
| e | 270 | 6.3% |
| m | 255 | 6.0% |
| r | 237 | 5.6% |
| s | 234 | 5.5% |
| t | 221 | 5.2% |
| Other values (22) | 1120 |
Anesthesia type
Categorical
High correlation Imbalance Missing
| Distinct | 11 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 8 |
| Missing (%) | 1.5% |
| Memory size | 4.2 KiB |
| General | |
|---|---|
| Spinal | |
| Sedation and spinal | 19 |
| Sedation and local | 17 |
| Sedation | 12 |
| Other values (6) | 31 |
Length
| Max length | 20 |
|---|---|
| Median length | 7 |
| Mean length | 8.0700389 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | General |
|---|---|
| 2nd row | General |
| 3rd row | Sedation |
| 4th row | General |
| 5th row | Local |
Common Values
| Value | Count | Frequency (%) |
| General | 365 | |
| Spinal | 70 | 13.4% |
| Sedation and spinal | 19 | 3.6% |
| Sedation and local | 17 | 3.3% |
| Sedation | 12 | 2.3% |
| RegionalRegional | 12 | 2.3% |
| Local | 5 | 1.0% |
| Regional | 5 | 1.0% |
| General and regional | 3 | 0.6% |
| Regional and local | 3 | 0.6% |
| (Missing) | 8 | 1.5% |
Length
| Value | Count | Frequency (%) |
| general | 368 | |
| spinal | 89 | 14.9% |
| sedation | 48 | 8.0% |
| and | 42 | 7.0% |
| local | 25 | 4.2% |
| regionalregional | 12 | 2.0% |
| regional | 11 | 1.8% |
| localregional | 3 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 822 | |
| a | 613 | |
| n | 585 | |
| l | 543 | |
| r | 371 | |
| G | 368 | |
| i | 175 | 4.2% |
| S | 118 | 2.8% |
| o | 114 | 2.7% |
| d | 90 | 2.2% |
| Other values (8) | 349 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4148 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 822 | |
| a | 613 | |
| n | 585 | |
| l | 543 | |
| r | 371 | |
| G | 368 | |
| i | 175 | 4.2% |
| S | 118 | 2.8% |
| o | 114 | 2.7% |
| d | 90 | 2.2% |
| Other values (8) | 349 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4148 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 822 | |
| a | 613 | |
| n | 585 | |
| l | 543 | |
| r | 371 | |
| G | 368 | |
| i | 175 | 4.2% |
| S | 118 | 2.8% |
| o | 114 | 2.7% |
| d | 90 | 2.2% |
| Other values (8) | 349 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4148 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 822 | |
| a | 613 | |
| n | 585 | |
| l | 543 | |
| r | 371 | |
| G | 368 | |
| i | 175 | 4.2% |
| S | 118 | 2.8% |
| o | 114 | 2.7% |
| d | 90 | 2.2% |
| Other values (8) | 349 |
Way Of Anesthesia
Categorical
High correlation Imbalance Missing
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 8 |
| Missing (%) | 1.5% |
| Memory size | 4.2 KiB |
| Inhalation and IV | |
|---|---|
| IV | 10 |
| Inhalation | 9 |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 16.585603 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Inhalation and IV |
|---|---|
| 2nd row | Inhalation and IV |
| 3rd row | Inhalation and IV |
| 4th row | Inhalation and IV |
| 5th row | Inhalation and IV |
Common Values
| Value | Count | Frequency (%) |
| Inhalation and IV | 495 | |
| IV | 10 | 1.9% |
| Inhalation | 9 | 1.7% |
| (Missing) | 8 | 1.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| iv | 505 | |
| inhalation | 504 | |
| and | 495 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 1503 | |
| a | 1503 | |
| I | 1009 | |
| 990 | ||
| V | 505 | 5.9% |
| h | 504 | 5.9% |
| l | 504 | 5.9% |
| i | 504 | 5.9% |
| t | 504 | 5.9% |
| o | 504 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8525 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 1503 | |
| a | 1503 | |
| I | 1009 | |
| 990 | ||
| V | 505 | 5.9% |
| h | 504 | 5.9% |
| l | 504 | 5.9% |
| i | 504 | 5.9% |
| t | 504 | 5.9% |
| o | 504 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8525 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 1503 | |
| a | 1503 | |
| I | 1009 | |
| 990 | ||
| V | 505 | 5.9% |
| h | 504 | 5.9% |
| l | 504 | 5.9% |
| i | 504 | 5.9% |
| t | 504 | 5.9% |
| o | 504 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8525 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 1503 | |
| a | 1503 | |
| I | 1009 | |
| 990 | ||
| V | 505 | 5.9% |
| h | 504 | 5.9% |
| l | 504 | 5.9% |
| i | 504 | 5.9% |
| t | 504 | 5.9% |
| o | 504 | 5.9% |
Complication During Surgery
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| patient did not metabolize esmeron | 1 |
| bradycardia-rapid AFib | 1 |
| difficult intubation | 1 |
Length
| Max length | 34 |
|---|---|
| Median length | 2 |
| Mean length | 2.1340996 |
| Min length | 2 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 0.6% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 519 | |
| patient did not metabolize esmeron | 1 | 0.2% |
| bradycardia-rapid AFib | 1 | 0.2% |
| difficult intubation | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 519 | |
| patient | 1 | 0.2% |
| did | 1 | 0.2% |
| not | 1 | 0.2% |
| metabolize | 1 | 0.2% |
| esmeron | 1 | 0.2% |
| bradycardia-rapid | 1 | 0.2% |
| afib | 1 | 0.2% |
| difficult | 1 | 0.2% |
| intubation | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 523 | |
| i | 10 | 0.9% |
| a | 7 | 0.6% |
| t | 7 | 0.6% |
| 6 | 0.5% | |
| d | 6 | 0.5% |
| e | 5 | 0.4% |
| r | 4 | 0.4% |
| b | 4 | 0.4% |
| Other values (12) | 18 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1114 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 523 | |
| i | 10 | 0.9% |
| a | 7 | 0.6% |
| t | 7 | 0.6% |
| 6 | 0.5% | |
| d | 6 | 0.5% |
| e | 5 | 0.4% |
| r | 4 | 0.4% |
| b | 4 | 0.4% |
| Other values (12) | 18 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1114 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 523 | |
| i | 10 | 0.9% |
| a | 7 | 0.6% |
| t | 7 | 0.6% |
| 6 | 0.5% | |
| d | 6 | 0.5% |
| e | 5 | 0.4% |
| r | 4 | 0.4% |
| b | 4 | 0.4% |
| Other values (12) | 18 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1114 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 523 | |
| i | 10 | 0.9% |
| a | 7 | 0.6% |
| t | 7 | 0.6% |
| 6 | 0.5% | |
| d | 6 | 0.5% |
| e | 5 | 0.4% |
| r | 4 | 0.4% |
| b | 4 | 0.4% |
| Other values (12) | 18 | 1.6% |
Blood Transfusion During Surgery
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 22 |
| Value | Count | Frequency (%) |
| False | 500 | |
| True | 22 | 4.2% |
Number of transfused PC during surgery
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| 0 | |
|---|---|
| 2 | 11 |
| 1 | 7 |
| 4 | 3 |
| 3 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 3 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 2 | 11 | 2.1% |
| 1 | 7 | 1.3% |
| 4 | 3 | 0.6% |
| 3 | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 2 | 11 | 2.1% |
| 1 | 7 | 1.3% |
| 4 | 3 | 0.6% |
| 3 | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 2 | 11 | 2.1% |
| 1 | 7 | 1.3% |
| 4 | 3 | 0.6% |
| 3 | 1 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 2 | 11 | 2.1% |
| 1 | 7 | 1.3% |
| 4 | 3 | 0.6% |
| 3 | 1 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 2 | 11 | 2.1% |
| 1 | 7 | 1.3% |
| 4 | 3 | 0.6% |
| 3 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 500 | |
| 2 | 11 | 2.1% |
| 1 | 7 | 1.3% |
| 4 | 3 | 0.6% |
| 3 | 1 | 0.2% |
Floor
Categorical
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| Third floor-New suite | |
|---|---|
| Third floor-extension | |
| Pediatric | |
| Fourth floor-New | |
| Second floor-OBS | |
| Other values (7) |
Length
| Max length | 21 |
|---|---|
| Median length | 21 |
| Mean length | 17.091954 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Second floor-OBS |
|---|---|
| 2nd row | ICU |
| 3rd row | ICU |
| 4th row | ICU |
| 5th row | ICU |
Common Values
| Value | Count | Frequency (%) |
| Third floor-New suite | 149 | |
| Third floor-extension | 117 | |
| Pediatric | 81 | |
| Fourth floor-New | 74 | |
| Second floor-OBS | 50 | 9.6% |
| Fourth floor-West | 16 | 3.1% |
| Fourth floor-East | 12 | 2.3% |
| ICU | 7 | 1.3% |
| TCU | 7 | 1.3% |
| Cardiac 2 | 4 | 0.8% |
| Other values (2) | 5 | 1.0% |
Length
| Value | Count | Frequency (%) |
| third | 269 | |
| floor-new | 223 | |
| suite | 149 | |
| floor-extension | 117 | |
| fourth | 102 | 9.3% |
| pediatric | 81 | 7.4% |
| second | 50 | 4.6% |
| floor-obs | 50 | 4.6% |
| floor-west | 16 | 1.5% |
| floor-east | 12 | 1.1% |
| Other values (6) | 29 | 2.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1111 | |
| r | 879 | 9.9% |
| e | 756 | 8.5% |
| i | 706 | 7.9% |
| 576 | 6.5% | |
| t | 480 | 5.4% |
| l | 421 | 4.7% |
| f | 421 | 4.7% |
| - | 421 | 4.7% |
| d | 406 | 4.6% |
| Other values (22) | 2745 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8922 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1111 | |
| r | 879 | 9.9% |
| e | 756 | 8.5% |
| i | 706 | 7.9% |
| 576 | 6.5% | |
| t | 480 | 5.4% |
| l | 421 | 4.7% |
| f | 421 | 4.7% |
| - | 421 | 4.7% |
| d | 406 | 4.6% |
| Other values (22) | 2745 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8922 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1111 | |
| r | 879 | 9.9% |
| e | 756 | 8.5% |
| i | 706 | 7.9% |
| 576 | 6.5% | |
| t | 480 | 5.4% |
| l | 421 | 4.7% |
| f | 421 | 4.7% |
| - | 421 | 4.7% |
| d | 406 | 4.6% |
| Other values (22) | 2745 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8922 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1111 | |
| r | 879 | 9.9% |
| e | 756 | 8.5% |
| i | 706 | 7.9% |
| 576 | 6.5% | |
| t | 480 | 5.4% |
| l | 421 | 4.7% |
| f | 421 | 4.7% |
| - | 421 | 4.7% |
| d | 406 | 4.6% |
| Other values (22) | 2745 |
Antibiotics Post Operation
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 347 | |
| False | 175 |
Anticoagulants Post Operation
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 410 | |
| True | 112 | 21.5% |
Analgesics Post Operation
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 362 | |
| False | 160 |
Complication Post Surgery
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 37 |
| Value | Count | Frequency (%) |
| False | 485 | |
| True | 37 | 7.1% |
Cardiac Complication
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 521 | |
| True | 1 | 0.2% |
Type of cardiac Complication
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| pericardial effusion | 1 |
Length
| Max length | 20 |
|---|---|
| Median length | 2 |
| Mean length | 2.0344828 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 521 | |
| pericardial effusion | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 521 | |
| pericardial | 1 | 0.2% |
| effusion | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 522 | |
| o | 522 | |
| i | 3 | 0.3% |
| e | 2 | 0.2% |
| r | 2 | 0.2% |
| a | 2 | 0.2% |
| f | 2 | 0.2% |
| p | 1 | 0.1% |
| d | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (4) | 4 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 522 | |
| o | 522 | |
| i | 3 | 0.3% |
| e | 2 | 0.2% |
| r | 2 | 0.2% |
| a | 2 | 0.2% |
| f | 2 | 0.2% |
| p | 1 | 0.1% |
| d | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (4) | 4 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 522 | |
| o | 522 | |
| i | 3 | 0.3% |
| e | 2 | 0.2% |
| r | 2 | 0.2% |
| a | 2 | 0.2% |
| f | 2 | 0.2% |
| p | 1 | 0.1% |
| d | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (4) | 4 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 522 | |
| o | 522 | |
| i | 3 | 0.3% |
| e | 2 | 0.2% |
| r | 2 | 0.2% |
| a | 2 | 0.2% |
| f | 2 | 0.2% |
| p | 1 | 0.1% |
| d | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (4) | 4 | 0.4% |
Pulmonary complication
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 7 |
| Value | Count | Frequency (%) |
| False | 515 | |
| True | 7 | 1.3% |
Type of pulmonary complication
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| atelectasis-pleural effsuion | 3 |
| pneumonia | 3 |
| RSV A/B | 1 |
Length
| Max length | 28 |
|---|---|
| Median length | 2 |
| Mean length | 2.1992337 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 515 | |
| atelectasis-pleural effsuion | 3 | 0.6% |
| pneumonia | 3 | 0.6% |
| RSV A/B | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 515 | |
| atelectasis-pleural | 3 | 0.6% |
| effsuion | 3 | 0.6% |
| pneumonia | 3 | 0.6% |
| rsv | 1 | 0.2% |
| a/b | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 521 | |
| e | 15 | 1.3% |
| a | 12 | 1.0% |
| l | 9 | 0.8% |
| s | 9 | 0.8% |
| u | 9 | 0.8% |
| i | 9 | 0.8% |
| t | 6 | 0.5% |
| p | 6 | 0.5% |
| Other values (12) | 28 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1148 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 521 | |
| e | 15 | 1.3% |
| a | 12 | 1.0% |
| l | 9 | 0.8% |
| s | 9 | 0.8% |
| u | 9 | 0.8% |
| i | 9 | 0.8% |
| t | 6 | 0.5% |
| p | 6 | 0.5% |
| Other values (12) | 28 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1148 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 521 | |
| e | 15 | 1.3% |
| a | 12 | 1.0% |
| l | 9 | 0.8% |
| s | 9 | 0.8% |
| u | 9 | 0.8% |
| i | 9 | 0.8% |
| t | 6 | 0.5% |
| p | 6 | 0.5% |
| Other values (12) | 28 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1148 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 524 | |
| o | 521 | |
| e | 15 | 1.3% |
| a | 12 | 1.0% |
| l | 9 | 0.8% |
| s | 9 | 0.8% |
| u | 9 | 0.8% |
| i | 9 | 0.8% |
| t | 6 | 0.5% |
| p | 6 | 0.5% |
| Other values (12) | 28 | 2.4% |
Renal complication
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 522 |
Type of renal complication
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 522 |
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 522 |
Number of ransfused packet cells
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| 0 | |
|---|---|
| 1 | 4 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 4 | 0.8% |
| 2 | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 4 | 0.8% |
| 2 | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 4 | 0.8% |
| 2 | 1 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 4 | 0.8% |
| 2 | 1 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 4 | 0.8% |
| 2 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 1 | 4 | 0.8% |
| 2 | 1 | 0.2% |
Neurological complication
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 520 | |
| True | 2 | 0.4% |
Type of nurologic complication
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| hemorrhagic CVA | 1 |
| seizure | 1 |
Length
| Max length | 15 |
|---|---|
| Median length | 2 |
| Mean length | 2.0344828 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 520 | |
| hemorrhagic CVA | 1 | 0.2% |
| seizure | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 520 | |
| hemorrhagic | 1 | 0.2% |
| cva | 1 | 0.2% |
| seizure | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 520 | |
| e | 3 | 0.3% |
| r | 3 | 0.3% |
| h | 2 | 0.2% |
| i | 2 | 0.2% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 520 | |
| e | 3 | 0.3% |
| r | 3 | 0.3% |
| h | 2 | 0.2% |
| i | 2 | 0.2% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 520 | |
| e | 3 | 0.3% |
| r | 3 | 0.3% |
| h | 2 | 0.2% |
| i | 2 | 0.2% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 521 | |
| n | 520 | |
| e | 3 | 0.3% |
| r | 3 | 0.3% |
| h | 2 | 0.2% |
| i | 2 | 0.2% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| c | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
Stroke
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 521 | |
| True | 1 | 0.2% |
Type of stroke
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| hemorrhagic | 1 |
Length
| Max length | 11 |
|---|---|
| Median length | 2 |
| Mean length | 2.0172414 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 521 | |
| hemorrhagic | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 521 | |
| hemorrhagic | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| h | 2 | 0.2% |
| r | 2 | 0.2% |
| e | 1 | 0.1% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| i | 1 | 0.1% |
| c | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1053 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| h | 2 | 0.2% |
| r | 2 | 0.2% |
| e | 1 | 0.1% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| i | 1 | 0.1% |
| c | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1053 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| h | 2 | 0.2% |
| r | 2 | 0.2% |
| e | 1 | 0.1% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| i | 1 | 0.1% |
| c | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1053 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| h | 2 | 0.2% |
| r | 2 | 0.2% |
| e | 1 | 0.1% |
| m | 1 | 0.1% |
| a | 1 | 0.1% |
| g | 1 | 0.1% |
| i | 1 | 0.1% |
| c | 1 | 0.1% |
| Value | Count | Frequency (%) |
| False | 522 |
Major wound disruption
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 522 |
Infection of the surgical site
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 13 |
| Value | Count | Frequency (%) |
| False | 509 | |
| True | 13 | 2.5% |
Type of bacteria at the surgical site
Categorical
High correlation Imbalance
| Distinct | 14 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| klebsiella pneumonia CRE | 1 |
| klebsiella pneumonia-staphylococcus agalactiae | 1 |
| Ecoli ESBL | 1 |
| staphylococcus warneri-staphylococcus epidermidis-staphylococcus hominis | 1 |
| Other values (9) | 9 |
Length
| Max length | 86 |
|---|---|
| Median length | 2 |
| Mean length | 2.8448276 |
| Min length | 2 |
Unique
| Unique | 13 ? |
|---|---|
| Unique (%) | 2.5% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | klebsiella pneumonia CRE |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 509 | |
| klebsiella pneumonia CRE | 1 | 0.2% |
| klebsiella pneumonia-staphylococcus agalactiae | 1 | 0.2% |
| Ecoli ESBL | 1 | 0.2% |
| staphylococcus warneri-staphylococcus epidermidis-staphylococcus hominis | 1 | 0.2% |
| staphylococcus epidermidis-psuedomonas aeruginosa | 1 | 0.2% |
| enterococcus faecium | 1 | 0.2% |
| cryptococcus laurentii | 1 | 0.2% |
| serratia marcescens | 1 | 0.2% |
| staphylococcus coagulase negative | 1 | 0.2% |
| Other values (4) | 4 | 0.8% |
Length
| Value | Count | Frequency (%) |
| no | 509 | |
| staphylococcus | 4 | 0.7% |
| aeruginosa | 2 | 0.4% |
| klebsiella | 2 | 0.4% |
| enterococcus | 2 | 0.4% |
| pneumonia-staphylococcus | 1 | 0.2% |
| pneumonia | 1 | 0.2% |
| cre | 1 | 0.2% |
| esbl | 1 | 0.2% |
| ecoli | 1 | 0.2% |
| Other values (22) | 22 | 4.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 545 | |
| n | 529 | |
| c | 48 | 3.2% |
| a | 46 | 3.1% |
| s | 42 | 2.8% |
| e | 36 | 2.4% |
| i | 34 | 2.3% |
| u | 26 | 1.8% |
| 24 | 1.6% | |
| l | 23 | 1.5% |
| Other values (20) | 132 | 8.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1485 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 545 | |
| n | 529 | |
| c | 48 | 3.2% |
| a | 46 | 3.1% |
| s | 42 | 2.8% |
| e | 36 | 2.4% |
| i | 34 | 2.3% |
| u | 26 | 1.8% |
| 24 | 1.6% | |
| l | 23 | 1.5% |
| Other values (20) | 132 | 8.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1485 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 545 | |
| n | 529 | |
| c | 48 | 3.2% |
| a | 46 | 3.1% |
| s | 42 | 2.8% |
| e | 36 | 2.4% |
| i | 34 | 2.3% |
| u | 26 | 1.8% |
| 24 | 1.6% | |
| l | 23 | 1.5% |
| Other values (20) | 132 | 8.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1485 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 545 | |
| n | 529 | |
| c | 48 | 3.2% |
| a | 46 | 3.1% |
| s | 42 | 2.8% |
| e | 36 | 2.4% |
| i | 34 | 2.3% |
| u | 26 | 1.8% |
| 24 | 1.6% | |
| l | 23 | 1.5% |
| Other values (20) | 132 | 8.9% |
Bacteremia
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 4 |
| Value | Count | Frequency (%) |
| False | 518 | |
| True | 4 | 0.8% |
Type of bacteria in blood
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| staphylococcus epidermidis-psuedomonas aeruginosa | 1 |
| achromobacter denitrificans-achromobacter xylosoxidans | 1 |
| Ecoli CRE | 1 |
| staphylococous hominis-staphylococcus epidermidis | 1 |
Length
| Max length | 54 |
|---|---|
| Median length | 2 |
| Mean length | 2.2931034 |
| Min length | 2 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | staphylococcus epidermidis-psuedomonas aeruginosa |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 518 | |
| staphylococcus epidermidis-psuedomonas aeruginosa | 1 | 0.2% |
| achromobacter denitrificans-achromobacter xylosoxidans | 1 | 0.2% |
| Ecoli CRE | 1 | 0.2% |
| staphylococous hominis-staphylococcus epidermidis | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 518 | |
| staphylococcus | 1 | 0.2% |
| epidermidis-psuedomonas | 1 | 0.2% |
| aeruginosa | 1 | 0.2% |
| achromobacter | 1 | 0.2% |
| denitrificans-achromobacter | 1 | 0.2% |
| xylosoxidans | 1 | 0.2% |
| ecoli | 1 | 0.2% |
| cre | 1 | 0.2% |
| staphylococous | 1 | 0.2% |
| Other values (2) | 2 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 536 | |
| n | 524 | |
| s | 15 | 1.3% |
| i | 14 | 1.2% |
| c | 14 | 1.2% |
| a | 12 | 1.0% |
| e | 9 | 0.8% |
| r | 8 | 0.7% |
| d | 7 | 0.6% |
| 7 | 0.6% | |
| Other values (15) | 51 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1197 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 536 | |
| n | 524 | |
| s | 15 | 1.3% |
| i | 14 | 1.2% |
| c | 14 | 1.2% |
| a | 12 | 1.0% |
| e | 9 | 0.8% |
| r | 8 | 0.7% |
| d | 7 | 0.6% |
| 7 | 0.6% | |
| Other values (15) | 51 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1197 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 536 | |
| n | 524 | |
| s | 15 | 1.3% |
| i | 14 | 1.2% |
| c | 14 | 1.2% |
| a | 12 | 1.0% |
| e | 9 | 0.8% |
| r | 8 | 0.7% |
| d | 7 | 0.6% |
| 7 | 0.6% | |
| Other values (15) | 51 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1197 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 536 | |
| n | 524 | |
| s | 15 | 1.3% |
| i | 14 | 1.2% |
| c | 14 | 1.2% |
| a | 12 | 1.0% |
| e | 9 | 0.8% |
| r | 8 | 0.7% |
| d | 7 | 0.6% |
| 7 | 0.6% | |
| Other values (15) | 51 | 4.3% |
Other positive cultures related to surgery
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 4 |
| Value | Count | Frequency (%) |
| False | 518 | |
| True | 4 | 0.8% |
Type of culture related to surgery
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| urine | 2 |
| ascitis fluid | 1 |
| CSF | 1 |
Length
| Max length | 13 |
|---|---|
| Median length | 2 |
| Mean length | 2.0344828 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 518 | |
| urine | 2 | 0.4% |
| ascitis fluid | 1 | 0.2% |
| CSF | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 518 | |
| urine | 2 | 0.4% |
| ascitis | 1 | 0.2% |
| fluid | 1 | 0.2% |
| csf | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 520 | |
| o | 518 | |
| i | 5 | 0.5% |
| u | 3 | 0.3% |
| r | 2 | 0.2% |
| e | 2 | 0.2% |
| s | 2 | 0.2% |
| a | 1 | 0.1% |
| c | 1 | 0.1% |
| t | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 520 | |
| o | 518 | |
| i | 5 | 0.5% |
| u | 3 | 0.3% |
| r | 2 | 0.2% |
| e | 2 | 0.2% |
| s | 2 | 0.2% |
| a | 1 | 0.1% |
| c | 1 | 0.1% |
| t | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 520 | |
| o | 518 | |
| i | 5 | 0.5% |
| u | 3 | 0.3% |
| r | 2 | 0.2% |
| e | 2 | 0.2% |
| s | 2 | 0.2% |
| a | 1 | 0.1% |
| c | 1 | 0.1% |
| t | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1062 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 520 | |
| o | 518 | |
| i | 5 | 0.5% |
| u | 3 | 0.3% |
| r | 2 | 0.2% |
| e | 2 | 0.2% |
| s | 2 | 0.2% |
| a | 1 | 0.1% |
| c | 1 | 0.1% |
| t | 1 | 0.1% |
| Other values (7) | 7 | 0.7% |
BacteriaTypeRelatedToSurgery
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| Ecoli CRE | 1 |
| Ecoli ESBL | 1 |
| candida parapsilosis | 1 |
| acinetobacter baumanii | 1 |
Length
| Max length | 22 |
|---|---|
| Median length | 2 |
| Mean length | 2.1015326 |
| Min length | 2 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 518 | |
| Ecoli CRE | 1 | 0.2% |
| Ecoli ESBL | 1 | 0.2% |
| candida parapsilosis | 1 | 0.2% |
| acinetobacter baumanii | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 518 | |
| ecoli | 2 | 0.4% |
| cre | 1 | 0.2% |
| esbl | 1 | 0.2% |
| candida | 1 | 0.2% |
| parapsilosis | 1 | 0.2% |
| acinetobacter | 1 | 0.2% |
| baumanii | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| i | 8 | 0.7% |
| a | 8 | 0.7% |
| c | 5 | 0.5% |
| E | 4 | 0.4% |
| 4 | 0.4% | |
| l | 3 | 0.3% |
| s | 3 | 0.3% |
| d | 2 | 0.2% |
| Other values (12) | 17 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1097 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| i | 8 | 0.7% |
| a | 8 | 0.7% |
| c | 5 | 0.5% |
| E | 4 | 0.4% |
| 4 | 0.4% | |
| l | 3 | 0.3% |
| s | 3 | 0.3% |
| d | 2 | 0.2% |
| Other values (12) | 17 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1097 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| i | 8 | 0.7% |
| a | 8 | 0.7% |
| c | 5 | 0.5% |
| E | 4 | 0.4% |
| 4 | 0.4% | |
| l | 3 | 0.3% |
| s | 3 | 0.3% |
| d | 2 | 0.2% |
| Other values (12) | 17 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1097 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 522 | |
| n | 521 | |
| i | 8 | 0.7% |
| a | 8 | 0.7% |
| c | 5 | 0.5% |
| E | 4 | 0.4% |
| 4 | 0.4% | |
| l | 3 | 0.3% |
| s | 3 | 0.3% |
| d | 2 | 0.2% |
| Other values (12) | 17 | 1.5% |
Graft rejection
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 522 |
Unplanned transfer to intensive care unit
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 520 | |
| True | 2 | 0.4% |
Duration in intensive care unit (days)
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| 0 | |
|---|---|
| 7 | 1 |
| 5 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 520 | |
| 7 | 1 | 0.2% |
| 5 | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 520 | |
| 7 | 1 | 0.2% |
| 5 | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 520 | |
| 7 | 1 | 0.2% |
| 5 | 1 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 520 | |
| 7 | 1 | 0.2% |
| 5 | 1 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 520 | |
| 7 | 1 | 0.2% |
| 5 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 520 | |
| 7 | 1 | 0.2% |
| 5 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| False | 522 |
Septic Shock
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 520 | |
| True | 2 | 0.4% |
Systemic Inflammatory Response Syndrome (SISS)
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 522 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 522 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 522 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 522 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 522 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 522 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 522 |
Collection
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 520 | |
| True | 2 | 0.4% |
Unplanned Intubation
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 522 |
mv_48h_or_more
Boolean
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 522 |
unplanned_return_to_or
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 10 |
| Value | Count | Frequency (%) |
| False | 512 | |
| True | 10 | 1.9% |
unplanned_or_reason
Categorical
High correlation Imbalance
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| bleeding | 4 |
| CSF leak | 2 |
| collection | 1 |
| ICB | 1 |
| Other values (2) | 2 |
Length
| Max length | 21 |
|---|---|
| Median length | 2 |
| Mean length | 2.1417625 |
| Min length | 2 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.8% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 512 | |
| bleeding | 4 | 0.8% |
| CSF leak | 2 | 0.4% |
| collection | 1 | 0.2% |
| ICB | 1 | 0.2% |
| AV fistula thrombosis | 1 | 0.2% |
| EVD torn out | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 512 | |
| bleeding | 4 | 0.8% |
| csf | 2 | 0.4% |
| leak | 2 | 0.4% |
| collection | 1 | 0.2% |
| icb | 1 | 0.2% |
| av | 1 | 0.2% |
| fistula | 1 | 0.2% |
| thrombosis | 1 | 0.2% |
| evd | 1 | 0.2% |
| Other values (2) | 2 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 518 | |
| o | 518 | |
| e | 11 | 1.0% |
| l | 9 | 0.8% |
| i | 7 | 0.6% |
| 6 | 0.5% | |
| b | 5 | 0.4% |
| t | 5 | 0.4% |
| g | 4 | 0.4% |
| d | 4 | 0.4% |
| Other values (18) | 31 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1118 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 518 | |
| o | 518 | |
| e | 11 | 1.0% |
| l | 9 | 0.8% |
| i | 7 | 0.6% |
| 6 | 0.5% | |
| b | 5 | 0.4% |
| t | 5 | 0.4% |
| g | 4 | 0.4% |
| d | 4 | 0.4% |
| Other values (18) | 31 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1118 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 518 | |
| o | 518 | |
| e | 11 | 1.0% |
| l | 9 | 0.8% |
| i | 7 | 0.6% |
| 6 | 0.5% | |
| b | 5 | 0.4% |
| t | 5 | 0.4% |
| g | 4 | 0.4% |
| d | 4 | 0.4% |
| Other values (18) | 31 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1118 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 518 | |
| o | 518 | |
| e | 11 | 1.0% |
| l | 9 | 0.8% |
| i | 7 | 0.6% |
| 6 | 0.5% | |
| b | 5 | 0.4% |
| t | 5 | 0.4% |
| g | 4 | 0.4% |
| d | 4 | 0.4% |
| Other values (18) | 31 | 2.8% |
other_complication
Categorical
High correlation Imbalance
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| CSF leak | 3 |
| bleeding | 3 |
| meningitis | 2 |
| ICB | 1 |
Length
| Max length | 21 |
|---|---|
| Median length | 2 |
| Mean length | 2.137931 |
| Min length | 2 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 512 | |
| CSF leak | 3 | 0.6% |
| bleeding | 3 | 0.6% |
| meningitis | 2 | 0.4% |
| ICB | 1 | 0.2% |
| AV fistula thrombosis | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 512 | |
| csf | 3 | 0.6% |
| leak | 3 | 0.6% |
| bleeding | 3 | 0.6% |
| meningitis | 2 | 0.4% |
| icb | 1 | 0.2% |
| av | 1 | 0.2% |
| fistula | 1 | 0.2% |
| thrombosis | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 519 | |
| o | 514 | |
| e | 11 | 1.0% |
| i | 11 | 1.0% |
| l | 7 | 0.6% |
| g | 5 | 0.4% |
| s | 5 | 0.4% |
| 5 | 0.4% | |
| C | 4 | 0.4% |
| t | 4 | 0.4% |
| Other values (15) | 31 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1116 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 519 | |
| o | 514 | |
| e | 11 | 1.0% |
| i | 11 | 1.0% |
| l | 7 | 0.6% |
| g | 5 | 0.4% |
| s | 5 | 0.4% |
| 5 | 0.4% | |
| C | 4 | 0.4% |
| t | 4 | 0.4% |
| Other values (15) | 31 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1116 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 519 | |
| o | 514 | |
| e | 11 | 1.0% |
| i | 11 | 1.0% |
| l | 7 | 0.6% |
| g | 5 | 0.4% |
| s | 5 | 0.4% |
| 5 | 0.4% | |
| C | 4 | 0.4% |
| t | 4 | 0.4% |
| Other values (15) | 31 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1116 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 519 | |
| o | 514 | |
| e | 11 | 1.0% |
| i | 11 | 1.0% |
| l | 7 | 0.6% |
| g | 5 | 0.4% |
| s | 5 | 0.4% |
| 5 | 0.4% | |
| C | 4 | 0.4% |
| t | 4 | 0.4% |
| Other values (15) | 31 | 2.8% |
death_in_hospital_postop
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| False | |
|---|---|
| True | 4 |
| Value | Count | Frequency (%) |
| False | 518 | |
| True | 4 | 0.8% |
hospital_stay_days
Real number (ℝ)
High correlation
| Distinct | 30 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6666667 |
| Minimum | 1 |
|---|---|
| Maximum | 65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3.75 |
| 95-th percentile | 11.95 |
| Maximum | 65 |
| Range | 64 |
| Interquartile range (IQR) | 2.75 |
Descriptive statistics
| Standard deviation | 5.6663468 |
|---|---|
| Coefficient of variation (CV) | 1.5453673 |
| Kurtosis | 39.140984 |
| Mean | 3.6666667 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 5.3473916 |
| Sum | 1914 |
| Variance | 32.107486 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 173 | |
| 2 | 145 | |
| 3 | 73 | |
| 4 | 37 | 7.1% |
| 5 | 25 | 4.8% |
| 7 | 11 | 2.1% |
| 6 | 10 | 1.9% |
| 8 | 9 | 1.7% |
| 9 | 7 | 1.3% |
| 23 | 3 | 0.6% |
| Other values (20) | 29 | 5.6% |
| Value | Count | Frequency (%) |
| 1 | 173 | |
| 2 | 145 | |
| 3 | 73 | |
| 4 | 37 | 7.1% |
| 5 | 25 | 4.8% |
| 6 | 10 | 1.9% |
| 7 | 11 | 2.1% |
| 8 | 9 | 1.7% |
| 9 | 7 | 1.3% |
| 10 | 3 | 0.6% |
| Value | Count | Frequency (%) |
| 65 | 1 | 0.2% |
| 45 | 1 | 0.2% |
| 40 | 1 | 0.2% |
| 35 | 1 | 0.2% |
| 30 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| 27 | 1 | 0.2% |
| 26 | 1 | 0.2% |
| 25 | 1 | 0.2% |
| 23 | 3 |
answered_call_followup
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 654.0 B |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 300 | |
| False | 222 |
complication_post_discharge
Boolean
High correlation Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 17 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 293 | |
| True | 17 | 3.3% |
| (Missing) | 212 |
er_visit
Boolean
High correlation Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 9 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 301 | |
| True | 9 | 1.7% |
| (Missing) | 212 |
post_discharge_complication_type
Categorical
High correlation Imbalance Missing
| Distinct | 14 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 4.2 KiB |
| no | |
|---|---|
| infection | 4 |
| meningitis | 2 |
| infection-collection | 1 |
| cholangitis | 1 |
| Other values (9) | 9 |
Length
| Max length | 31 |
|---|---|
| Median length | 2 |
| Mean length | 2.5451613 |
| Min length | 2 |
Unique
| Unique | 11 ? |
|---|---|
| Unique (%) | 3.5% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 293 | |
| infection | 4 | 0.8% |
| meningitis | 2 | 0.4% |
| infection-collection | 1 | 0.2% |
| cholangitis | 1 | 0.2% |
| inflamamtion | 1 | 0.2% |
| pneumonia | 1 | 0.2% |
| ICB | 1 | 0.2% |
| bleeding | 1 | 0.2% |
| infection-Av fistula thrombosis | 1 | 0.2% |
| Other values (4) | 4 | 0.8% |
| (Missing) | 212 |
Length
| Value | Count | Frequency (%) |
| no | 293 | |
| infection | 4 | 1.3% |
| meningitis | 2 | 0.6% |
| infection-collection | 1 | 0.3% |
| cholangitis | 1 | 0.3% |
| inflamamtion | 1 | 0.3% |
| pneumonia | 1 | 0.3% |
| icb | 1 | 0.3% |
| bleeding | 1 | 0.3% |
| infection-av | 1 | 0.3% |
| Other values (7) | 7 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 321 | |
| o | 310 | |
| i | 34 | 4.3% |
| e | 17 | 2.2% |
| t | 17 | 2.2% |
| l | 11 | 1.4% |
| m | 11 | 1.4% |
| f | 10 | 1.3% |
| c | 9 | 1.1% |
| a | 9 | 1.1% |
| Other values (19) | 40 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 789 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 321 | |
| o | 310 | |
| i | 34 | 4.3% |
| e | 17 | 2.2% |
| t | 17 | 2.2% |
| l | 11 | 1.4% |
| m | 11 | 1.4% |
| f | 10 | 1.3% |
| c | 9 | 1.1% |
| a | 9 | 1.1% |
| Other values (19) | 40 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 789 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 321 | |
| o | 310 | |
| i | 34 | 4.3% |
| e | 17 | 2.2% |
| t | 17 | 2.2% |
| l | 11 | 1.4% |
| m | 11 | 1.4% |
| f | 10 | 1.3% |
| c | 9 | 1.1% |
| a | 9 | 1.1% |
| Other values (19) | 40 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 789 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 321 | |
| o | 310 | |
| i | 34 | 4.3% |
| e | 17 | 2.2% |
| t | 17 | 2.2% |
| l | 11 | 1.4% |
| m | 11 | 1.4% |
| f | 10 | 1.3% |
| c | 9 | 1.1% |
| a | 9 | 1.1% |
| Other values (19) | 40 | 5.1% |
readmission_related_to_or
Boolean
High correlation Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 10 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 300 | |
| True | 10 | 1.9% |
| (Missing) | 212 |
infection_or_inflammation
Boolean
High correlation Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 13 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 297 | |
| True | 13 | 2.5% |
| (Missing) | 212 |
redo_surgery
Boolean
High correlation Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 1 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 309 | |
| True | 1 | 0.2% |
| (Missing) | 212 |
admission_other_hospital
Boolean
High correlation Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| True | 1 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 309 | |
| True | 1 | 0.2% |
| (Missing) | 212 |
death_post_discharge
Boolean
Constant Missing
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 212 |
| Missing (%) | 40.6% |
| Memory size | 1.1 KiB |
| False | |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| False | 310 | |
| (Missing) | 212 |
notes_description
Text
Missing
| Distinct | 52 |
|---|---|
| Distinct (%) | 89.7% |
| Missing | 464 |
| Missing (%) | 88.9% |
| Memory size | 4.2 KiB |
Length
| Max length | 924 |
|---|---|
| Median length | 169.5 |
| Mean length | 207 |
| Min length | 14 |
Unique
| Unique | 50 ? |
|---|---|
| Unique (%) | 86.2% |
Sample
| 1st row | The patient admitted with ruptured abdominal aneurysm. Urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohamad Saab. CT on 15.4.2025: mild bilateral pleural effusion, lung basal atelectasis, large thrombosis AAA, hematoma, and severe pneumoperitoneum suggesting colonic perforation. Death was on 19.4.2025 due to septic shock and cardiac arrest. |
|---|---|
| 2nd row | The patient admitted with previous blast injury, infected bedsore, pneumonia, and seizure. Bacteremia, infected wound, and Septic shock were reported before surgery. He experienced tachycardia and tachypnea on 21.4.2025. Bacteremia on 4.4.2025: staphylococcus capitis. Bedsore culture (right and left foot) on 21.4.2025: heavy klebsiella pneumonia CRE. Blood culture on 21.4.2025: pseudomonas aeruginosa. |
| 3rd row | The patient admitted with multiomorbidities and multiorgan failure, infected kimal: staphylococcus capitis, sepsis, septic shock, CVA, pneumonia, leukocytosis, and UTI. Bacteremia on 25.2.2025 (hospital acquired): pseudomonas aeruginosa, on 19.4.2025: klebsiella pneumonia CRE, on 21.4.2025: staphylococcus epidermidis, on 23.5.2025: achromobacter denitrificans, and on 24.5.2025: achromobacter xylosoxidans. Death was on 27.5.2025 due to cardiogenic shock and sepsis. |
| 4th row | The patient readmitted under care of Dr. Hasan Shreim via ER on 21.6.2025: pus discharge at the site of surgery, subcutaneous collection and abscess, CRP=26.2, and umbilical culture on 21.6.2025: few klebsiella pneumonia and heavy staphylococcus agalactiae. Abscess drainage was urgently done on 21.6.2025. |
| 5th row | Chest CT on 13.4.2025 showed mild right pleural effusion, and bibasal atelectasis. |
| Value | Count | Frequency (%) |
| on | 117 | 6.6% |
| and | 75 | 4.2% |
| the | 61 | 3.4% |
| was | 51 | 2.9% |
| of | 49 | 2.7% |
| patient | 48 | 2.7% |
| culture | 29 | 1.6% |
| dr | 27 | 1.5% |
| done | 27 | 1.5% |
| for | 22 | 1.2% |
| Other values (537) | 1278 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1729 | 14.4% | |
| e | 1007 | 8.4% |
| a | 778 | 6.5% |
| o | 705 | 5.9% |
| n | 663 | 5.5% |
| t | 637 | 5.3% |
| r | 580 | 4.8% |
| i | 569 | 4.7% |
| s | 485 | 4.0% |
| d | 460 | 3.8% |
| Other values (61) | 4393 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12006 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1729 | 14.4% | |
| e | 1007 | 8.4% |
| a | 778 | 6.5% |
| o | 705 | 5.9% |
| n | 663 | 5.5% |
| t | 637 | 5.3% |
| r | 580 | 4.8% |
| i | 569 | 4.7% |
| s | 485 | 4.0% |
| d | 460 | 3.8% |
| Other values (61) | 4393 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12006 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1729 | 14.4% | |
| e | 1007 | 8.4% |
| a | 778 | 6.5% |
| o | 705 | 5.9% |
| n | 663 | 5.5% |
| t | 637 | 5.3% |
| r | 580 | 4.8% |
| i | 569 | 4.7% |
| s | 485 | 4.0% |
| d | 460 | 3.8% |
| Other values (61) | 4393 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12006 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1729 | 14.4% | |
| e | 1007 | 8.4% |
| a | 778 | 6.5% |
| o | 705 | 5.9% |
| n | 663 | 5.5% |
| t | 637 | 5.3% |
| r | 580 | 4.8% |
| i | 569 | 4.7% |
| s | 485 | 4.0% |
| d | 460 | 3.8% |
| Other values (61) | 4393 |
Interactions
Correlations
| AFib-tachycardia | Analgesics Post Operation | Anesthesia type | Antibiotics Post Operation | Anticoagulant | Anticoagulants Post Operation | Antidiabetic | Antihypertensive | Antiplatelets | Antipsychotic | BUN before Discharge | BUN day 1 post surgery | Bacteremia | BacteriaTypeRelatedToSurgery | Betablocker | Blood Loss during surgery | Blood Transfusion During Surgery | CAD History | CKD | COPD | Cardiac Complication | Cholesterol Lowering Drug | Collection | Complication During Surgery | Complication Post Surgery | Creatinine before Discharge | Creatinine_D1 | Current Medication | DiabetesMellitus | Dialysis | Diuratic | Duration Of Surgery | Duration in intensive care unit (days) | Dyslipidemia | ER Admission Before Surgery | Emergency Status of surgery | Extubation Post OR | Floor | Gastrointestinal Disease | HB before discharge | HB day 1 post surgery | HF | Hypertension | Infection of the surgical site | Na before Discharge | Na day 1 post surgery | Neurological complication | Neurological/ Psychological disease | Number of ransfused packet cells | Number of transfused PC during surgery | Open heart surgery | Other positive cultures related to surgery | OtherMedication | PAD | Pathology Findings | Platelet befor eDischarge | Platelet day 1 post surgery | Pre HB | Pre Na | Pre Platelet | Pre-BUN | Pre-Creatinine | Pulmonary complication | Radiology | Septic Shock | Stroke | Surgery | Thyroidal Medication | Tumor Category | Type of Endocrine Disease | Type of Gastrointestinal Disease | Type of Neurological/ psychological disease | Type of bacteria at the surgical site | Type of bacteria in blood | Type of cardiac Complication | Type of culture related to surgery | Type of medical Imaging | Type of nurologic complication | Type of pulmonary complication | Type of stroke | Unplanned transfer to intensive care unit | Urine Output | Way Of Anesthesia | admission_other_hospital | age | answered_call_followup | bmi | bmi_category | complication_post_discharge | death_in_hospital_postop | er_visit | gender | governorate | height_cm | hospital_stay_days | id_number | infection_or_inflammation | insurance_type | other_complication | patient_name | physician_name | post_discharge_complication_type | readmission_related_to_or | redo_surgery | smoking_status | unplanned_or_reason | unplanned_return_to_or | weight_kg | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AFib-tachycardia | 1.000 | 0.000 | 0.000 | 0.005 | 0.313 | 0.068 | 0.128 | 0.128 | 0.133 | 0.019 | 0.000 | 0.201 | 0.000 | 0.113 | 0.247 | 0.604 | 0.000 | 0.141 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.121 | 0.150 | 0.000 | 0.000 | 0.183 | 0.085 | 0.038 | 0.304 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.200 | 0.000 | 0.000 | 0.000 | 0.824 | 0.150 | 0.000 | 0.375 | 0.000 | 0.000 | 0.124 | 0.023 | 0.000 | 0.815 | 0.082 | 0.000 | 0.816 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.145 | 0.121 | 0.007 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.000 | 0.000 | 0.062 | 0.046 | 0.000 | 0.016 | 0.000 | 0.000 | 0.407 | 0.000 | 0.000 | 0.075 | 0.000 | 0.195 | 0.000 | 0.196 | 0.000 | 0.028 | 0.102 | 0.000 | 0.000 | 0.000 | 0.072 | 0.134 | 0.000 | 0.104 | 0.072 | 0.000 | 0.255 | 0.000 | 0.000 | 0.143 | 0.095 | 0.000 | 0.000 |
| Analgesics Post Operation | 0.000 | 1.000 | 0.229 | 0.782 | 0.028 | 0.299 | 0.037 | 0.084 | 0.062 | 0.074 | 0.640 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.122 | 0.104 | 0.037 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 0.383 | 0.000 | 0.117 | 0.085 | 0.000 | 0.000 | 0.365 | 0.000 | 0.000 | 0.159 | 0.113 | 0.248 | 0.375 | 0.043 | 0.356 | 0.130 | 0.027 | 0.090 | 0.050 | 0.744 | 0.384 | 0.000 | 0.060 | 0.021 | 0.109 | 0.000 | 0.000 | 0.060 | 0.068 | 0.196 | 0.742 | 0.000 | 0.173 | 0.136 | 0.095 | 0.000 | 0.032 | 0.040 | 0.162 | 0.000 | 0.000 | 0.444 | 0.000 | 0.000 | 0.000 | 0.074 | 0.020 | 0.000 | 0.000 | 0.000 | 0.033 | 0.166 | 0.037 | 0.016 | 0.000 | 0.000 | 1.000 | 0.040 | 0.000 | 0.394 | 0.032 | 0.284 | 0.306 | 0.041 | 0.000 | 0.000 | 0.000 | 0.144 | 0.382 | 0.167 | 0.270 | 0.050 | 0.000 | 0.000 | 0.270 | 0.295 | 0.000 | 0.000 | 0.000 | 0.181 | 0.023 | 0.018 | 0.359 |
| Anesthesia type | 0.000 | 0.229 | 1.000 | 0.310 | 0.123 | 0.172 | 0.182 | 0.162 | 0.208 | 0.115 | 0.460 | 0.398 | 0.106 | 0.000 | 0.245 | 0.000 | 0.032 | 0.245 | 0.338 | 0.257 | 0.000 | 0.164 | 0.000 | 0.000 | 0.000 | 0.393 | 0.472 | 0.201 | 0.196 | 0.315 | 0.131 | 0.000 | 0.000 | 0.211 | 0.058 | 0.000 | 0.000 | 0.143 | 0.164 | 0.000 | 0.000 | 0.000 | 0.238 | 0.000 | 0.000 | 0.323 | 0.000 | 0.111 | 0.000 | 0.000 | 0.077 | 0.000 | 0.152 | 0.000 | 0.244 | 0.132 | 0.230 | 0.178 | 0.234 | 0.238 | 0.250 | 0.291 | 0.000 | 0.038 | 0.000 | 0.000 | 0.237 | 0.000 | 0.131 | 0.000 | 0.106 | 0.000 | 0.000 | 0.125 | 0.000 | 0.000 | 0.140 | 0.000 | 0.000 | 0.000 | 0.073 | 1.000 | 0.319 | 0.000 | 0.100 | 0.108 | 0.117 | 0.125 | 0.000 | 0.000 | 0.000 | 0.103 | 0.076 | 0.000 | 0.153 | 0.130 | 0.080 | 0.062 | 0.134 | 0.130 | 0.194 | 0.000 | 0.123 | 0.281 | 0.083 | 0.136 | 0.126 | 0.084 |
| Antibiotics Post Operation | 0.005 | 0.782 | 0.310 | 1.000 | 0.048 | 0.304 | 0.066 | 0.065 | 0.044 | 0.034 | 0.640 | 0.425 | 0.000 | 0.000 | 0.000 | 0.337 | 0.132 | 0.077 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.100 | 0.497 | 0.533 | 0.062 | 0.046 | 0.000 | 0.000 | 0.355 | 0.000 | 0.000 | 0.155 | 0.101 | 0.256 | 0.286 | 0.027 | 0.173 | 0.103 | 0.036 | 0.080 | 0.060 | 0.425 | 0.322 | 0.000 | 0.000 | 0.032 | 0.121 | 0.044 | 0.000 | 0.062 | 0.094 | 0.239 | 0.394 | 0.000 | 0.144 | 0.000 | 0.038 | 0.126 | 0.125 | 0.048 | 0.167 | 0.000 | 0.000 | 0.430 | 0.000 | 0.000 | 0.000 | 0.059 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.205 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.328 | 0.000 | 0.235 | 0.235 | 0.000 | 0.000 | 0.000 | 0.000 | 0.177 | 0.335 | 0.038 | 0.299 | 0.000 | 0.000 | 0.005 | 0.299 | 0.325 | 0.072 | 0.000 | 0.000 | 0.134 | 0.000 | 0.000 | 0.344 |
| Anticoagulant | 0.313 | 0.028 | 0.123 | 0.048 | 1.000 | 0.222 | 0.250 | 0.147 | 0.132 | 0.106 | 0.000 | 0.359 | 0.000 | 0.167 | 0.098 | 1.000 | 0.138 | 0.258 | 0.132 | 0.000 | 0.000 | 0.137 | 0.000 | 0.000 | 0.113 | 0.000 | 0.000 | 0.258 | 0.243 | 0.108 | 0.097 | 0.000 | 0.178 | 0.106 | 0.055 | 0.000 | 0.235 | 0.186 | 0.000 | 0.311 | 0.000 | 0.227 | 0.243 | 0.014 | 0.354 | 0.262 | 0.000 | 0.090 | 0.050 | 0.173 | 0.174 | 0.000 | 0.000 | 0.196 | 0.000 | 0.000 | 0.188 | 0.057 | 0.191 | 0.116 | 0.435 | 0.403 | 0.155 | 0.134 | 0.034 | 0.000 | 0.126 | 0.000 | 0.000 | 0.000 | 0.084 | 0.226 | 0.216 | 0.000 | 0.000 | 0.101 | 0.153 | 0.000 | 0.220 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.309 | 0.055 | 0.248 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.143 | 0.105 | 0.000 | 0.000 | 0.163 | 0.105 | 0.093 | 0.329 | 0.080 | 0.000 | 0.064 | 0.157 | 0.000 | 0.000 |
| Anticoagulants Post Operation | 0.068 | 0.299 | 0.172 | 0.304 | 0.222 | 1.000 | 0.198 | 0.176 | 0.306 | 0.138 | 0.292 | 0.000 | 0.076 | 0.086 | 0.176 | 0.229 | 0.223 | 0.336 | 0.182 | 0.119 | 0.000 | 0.190 | 0.068 | 0.048 | 0.261 | 0.211 | 0.124 | 0.257 | 0.243 | 0.042 | 0.110 | 0.342 | 0.101 | 0.080 | 0.130 | 0.000 | 0.235 | 0.360 | 0.000 | 0.100 | 0.109 | 0.204 | 0.305 | 0.134 | 0.194 | 0.190 | 0.000 | 0.092 | 0.099 | 0.235 | 0.119 | 0.000 | 0.000 | 0.150 | 0.099 | 0.305 | 0.296 | 0.206 | 0.232 | 0.000 | 0.248 | 0.167 | 0.114 | 0.139 | 0.000 | 0.000 | 0.374 | 0.073 | 0.166 | 0.020 | 0.045 | 0.226 | 0.186 | 0.118 | 0.000 | 0.061 | 0.162 | 0.061 | 0.152 | 0.000 | 0.068 | 0.240 | 0.057 | 0.000 | 0.399 | 0.000 | 0.128 | 0.151 | 0.228 | 0.000 | 0.156 | 0.000 | 0.096 | 0.117 | 0.260 | 0.265 | 0.215 | 0.083 | 0.165 | 0.265 | 0.241 | 0.277 | 0.184 | 0.000 | 0.117 | 0.162 | 0.067 | 0.151 |
| Antidiabetic | 0.128 | 0.037 | 0.182 | 0.066 | 0.250 | 0.198 | 1.000 | 0.389 | 0.376 | 0.025 | 0.286 | 0.296 | 0.000 | 0.135 | 0.193 | 0.000 | 0.000 | 0.313 | 0.141 | 0.031 | 0.019 | 0.357 | 0.104 | 0.000 | 0.037 | 0.266 | 0.000 | 0.444 | 0.871 | 0.041 | 0.065 | 0.000 | 0.095 | 0.283 | 0.000 | 0.064 | 0.000 | 0.101 | 0.000 | 0.157 | 0.101 | 0.132 | 0.411 | 0.048 | 0.595 | 0.421 | 0.000 | 0.085 | 0.075 | 0.094 | 0.188 | 0.045 | 0.000 | 0.250 | 0.000 | 0.436 | 0.179 | 0.266 | 0.125 | 0.183 | 0.238 | 0.272 | 0.119 | 0.046 | 0.000 | 0.000 | 0.202 | 0.111 | 0.000 | 0.124 | 0.135 | 0.216 | 0.168 | 0.076 | 0.019 | 0.108 | 0.060 | 0.000 | 0.153 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.418 | 0.000 | 0.157 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000 | 0.102 | 0.000 | 0.067 | 0.000 | 0.102 | 0.131 | 0.000 | 0.000 | 0.000 | 0.057 | 0.061 | 0.000 | 0.241 |
| Antihypertensive | 0.128 | 0.084 | 0.162 | 0.065 | 0.147 | 0.176 | 0.389 | 1.000 | 0.341 | 0.077 | 0.422 | 0.000 | 0.000 | 0.105 | 0.251 | 0.000 | 0.049 | 0.331 | 0.181 | 0.105 | 0.000 | 0.275 | 0.083 | 0.063 | 0.000 | 0.000 | 0.339 | 0.529 | 0.334 | 0.187 | 0.142 | 0.104 | 0.074 | 0.299 | 0.000 | 0.032 | 0.040 | 0.192 | 0.033 | 0.313 | 0.158 | 0.133 | 0.696 | 0.000 | 0.000 | 0.194 | 0.000 | 0.074 | 0.000 | 0.092 | 0.115 | 0.013 | 0.000 | 0.111 | 0.000 | 0.576 | 0.152 | 0.056 | 0.046 | 0.148 | 0.227 | 0.279 | 0.000 | 0.000 | 0.000 | 0.000 | 0.171 | 0.086 | 0.000 | 0.131 | 0.137 | 0.180 | 0.000 | 0.050 | 0.000 | 0.080 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.442 | 0.000 | 0.146 | 0.168 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.120 | 0.049 | 0.006 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.116 | 0.000 | 0.000 | 0.076 | 0.034 | 0.000 | 0.173 |
| Antiplatelets | 0.133 | 0.062 | 0.208 | 0.044 | 0.132 | 0.306 | 0.376 | 0.341 | 1.000 | 0.000 | 0.088 | 0.353 | 0.000 | 0.042 | 0.444 | 0.214 | 0.120 | 0.570 | 0.185 | 0.209 | 0.000 | 0.465 | 0.000 | 0.105 | 0.071 | 0.129 | 0.304 | 0.558 | 0.428 | 0.119 | 0.331 | 0.111 | 0.111 | 0.327 | 0.000 | 0.106 | 0.067 | 0.282 | 0.018 | 0.223 | 0.000 | 0.256 | 0.508 | 0.045 | 0.000 | 0.175 | 0.000 | 0.000 | 0.037 | 0.157 | 0.302 | 0.000 | 0.028 | 0.273 | 0.069 | 0.000 | 0.168 | 0.229 | 0.230 | 0.074 | 0.336 | 0.263 | 0.000 | 0.000 | 0.000 | 0.000 | 0.293 | 0.137 | 0.057 | 0.095 | 0.071 | 0.256 | 0.139 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.550 | 0.000 | 0.099 | 0.104 | 0.202 | 0.000 | 0.112 | 0.000 | 0.077 | 0.117 | 0.119 | 0.150 | 0.265 | 0.047 | 0.051 | 0.150 | 0.164 | 0.276 | 0.192 | 0.000 | 0.094 | 0.091 | 0.000 | 0.171 |
| Antipsychotic | 0.019 | 0.074 | 0.115 | 0.034 | 0.106 | 0.138 | 0.025 | 0.077 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.129 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.319 | 0.023 | 0.000 | 0.000 | 0.000 | 0.142 | 0.000 | 0.030 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.112 | 0.000 | 0.000 | 0.281 | 0.000 | 0.502 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.067 | 0.402 | 0.000 | 0.106 | 0.258 | 0.214 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.000 | 0.000 | 0.101 | 0.000 | 0.613 | 0.025 | 0.129 | 0.000 | 0.068 | 0.059 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.123 | 0.000 | 0.000 | 0.031 | 0.125 | 0.000 | 0.000 | 0.174 | 0.000 | 0.000 | 0.106 | 0.117 | 0.000 | 0.000 |
| BUN before Discharge | 0.000 | 0.640 | 0.460 | 0.640 | 0.000 | 0.292 | 0.286 | 0.422 | 0.088 | 0.000 | 1.000 | 0.592 | 0.365 | 0.000 | 0.382 | -0.314 | 0.131 | 0.281 | 0.516 | 0.723 | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.813 | 0.373 | 0.471 | 0.415 | 0.560 | 0.196 | -0.177 | 0.000 | 0.000 | 0.348 | 0.061 | -0.133 | 0.352 | 0.000 | -0.491 | -0.582 | 0.248 | 0.448 | 0.000 | 0.042 | 0.131 | 0.000 | 0.254 | 1.000 | 0.000 | 0.182 | 0.000 | 0.254 | 0.000 | 0.000 | -0.273 | 0.082 | -0.337 | 0.094 | -0.119 | 0.686 | 0.590 | 0.000 | 0.000 | 1.000 | 0.000 | 0.368 | 0.000 | 0.000 | 0.000 | 0.000 | 0.254 | 0.000 | 0.397 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.051 | 0.394 | 1.000 | 0.439 | 0.000 | 0.330 | 0.000 | 0.631 | 0.204 | 0.000 | 0.000 | 0.118 | 0.124 | 0.417 | -0.005 | 0.000 | 0.000 | 0.000 | -0.005 | 0.136 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.300 |
| BUN day 1 post surgery | 0.201 | 0.000 | 0.398 | 0.425 | 0.359 | 0.000 | 0.296 | 0.000 | 0.353 | 0.000 | 0.592 | 1.000 | 0.000 | 0.000 | 0.421 | -0.343 | 0.100 | 0.520 | 0.655 | 0.363 | 0.000 | 0.000 | 0.000 | 0.000 | 0.323 | 0.507 | 0.653 | 0.307 | 0.450 | 0.563 | 0.679 | -0.147 | 0.939 | 0.000 | 0.181 | 0.000 | 0.069 | 0.094 | 1.000 | -0.250 | -0.097 | 0.534 | 0.227 | 0.255 | 0.079 | 0.156 | 0.000 | 0.000 | 0.614 | 0.000 | 0.402 | 0.000 | 0.000 | 0.786 | 0.000 | -0.220 | -0.243 | -0.212 | -0.039 | -0.345 | 0.666 | 0.704 | 0.402 | 0.171 | 0.370 | 0.000 | 0.315 | 0.000 | 0.000 | 0.000 | 1.000 | 0.235 | 0.298 | 0.000 | 0.000 | 0.000 | 0.357 | 0.000 | 0.499 | 0.000 | 0.939 | -0.336 | 0.000 | 0.000 | 0.507 | 0.000 | 0.398 | 0.028 | 0.000 | 0.092 | 0.072 | 0.177 | 0.000 | 0.159 | -0.035 | 0.166 | 0.248 | 0.226 | 0.239 | 0.166 | 0.087 | 0.378 | 0.483 | 0.500 | 0.000 | 0.208 | 0.141 | 0.331 |
| Bacteremia | 0.000 | 0.000 | 0.106 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.365 | 0.000 | 1.000 | 0.491 | 0.000 | 0.000 | 0.000 | 0.000 | 0.106 | 0.000 | 0.244 | 0.000 | 0.167 | 0.000 | 0.272 | 0.180 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.395 | 0.000 | 0.000 | 0.284 | 0.000 | 0.050 | 0.036 | 0.311 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.110 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.502 | 0.165 | 0.147 | 0.313 | 0.073 | 0.000 | 0.000 | 0.000 | 0.152 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.473 | 0.997 | 0.244 | 0.493 | 0.000 | 0.000 | 0.274 | 0.000 | 0.000 | 1.000 | 0.144 | 0.000 | 0.091 | 0.000 | 0.000 | 0.062 | 0.000 | 0.110 | 0.058 | 0.000 | 0.152 | 0.000 | 0.728 | 0.117 | 0.023 | 0.020 | 0.000 | 0.117 | 0.272 | 0.539 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| BacteriaTypeRelatedToSurgery | 0.113 | 0.000 | 0.000 | 0.000 | 0.167 | 0.086 | 0.135 | 0.105 | 0.042 | 0.129 | 0.000 | 0.000 | 0.491 | 1.000 | 0.050 | 0.000 | 0.000 | 0.069 | 0.000 | 0.171 | 0.997 | 0.087 | 0.702 | 0.000 | 0.306 | 0.000 | 0.000 | 0.039 | 0.118 | 0.000 | 0.196 | 0.000 | 0.000 | 0.000 | 0.040 | 0.107 | 0.000 | 0.227 | 0.000 | 0.000 | 0.000 | 0.149 | 0.060 | 0.260 | 0.302 | 0.179 | 0.702 | 0.117 | 0.000 | 0.000 | 0.000 | 0.997 | 0.000 | 0.000 | 0.000 | 0.235 | 0.168 | 0.161 | 0.294 | 0.000 | 0.200 | 0.000 | 0.366 | 0.098 | 0.000 | 0.997 | 0.000 | 0.223 | 1.000 | 0.035 | 0.000 | 0.000 | 0.476 | 0.494 | 0.997 | 0.999 | 0.067 | 0.703 | 0.322 | 0.997 | 0.000 | 1.000 | 0.000 | 0.000 | 0.203 | 0.018 | 0.000 | 0.000 | 0.223 | 0.491 | 0.000 | 0.017 | 0.068 | 0.000 | 0.385 | 0.000 | 0.260 | 0.019 | 0.000 | 0.000 | 0.113 | 0.287 | 0.000 | 0.000 | 0.000 | 0.490 | 0.301 | 0.000 |
| Betablocker | 0.247 | 0.000 | 0.245 | 0.000 | 0.098 | 0.176 | 0.193 | 0.251 | 0.444 | 0.000 | 0.382 | 0.421 | 0.000 | 0.050 | 1.000 | 0.000 | 0.049 | 0.490 | 0.245 | 0.154 | 0.000 | 0.306 | 0.000 | 0.063 | 0.039 | 0.248 | 0.311 | 0.529 | 0.221 | 0.159 | 0.299 | 0.000 | 0.074 | 0.212 | 0.000 | 0.077 | 0.057 | 0.160 | 0.033 | 0.265 | 0.000 | 0.255 | 0.550 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.119 | 0.207 | 0.000 | 0.000 | 0.076 | 0.021 | 0.285 | 0.124 | 0.231 | 0.117 | 0.039 | 0.303 | 0.342 | 0.000 | 0.000 | 0.000 | 0.000 | 0.254 | 0.131 | 0.000 | 0.119 | 0.082 | 0.137 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.093 | 0.134 | 0.000 | 0.486 | 0.000 | 0.193 | 0.185 | 0.079 | 0.000 | 0.000 | 0.114 | 0.077 | 0.178 | 0.074 | 0.148 | 0.128 | 0.051 | 0.055 | 0.148 | 0.206 | 0.193 | 0.066 | 0.000 | 0.042 | 0.034 | 0.000 | 0.179 |
| Blood Loss during surgery | 0.604 | 1.000 | 0.000 | 0.337 | 1.000 | 0.229 | 0.000 | 0.000 | 0.214 | 0.000 | -0.314 | -0.343 | 0.000 | 0.000 | 0.000 | 1.000 | 0.546 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.599 | 0.141 | -0.577 | -0.536 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 1.000 | 0.919 | 0.232 | 0.622 | 0.091 | 0.000 | 1.000 | -0.179 | -0.108 | 1.000 | 0.000 | 0.000 | -0.187 | -0.148 | 1.000 | 0.000 | 0.000 | 0.501 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.185 | -0.205 | -0.216 | -0.026 | 0.138 | -0.080 | -0.140 | 0.000 | 0.418 | 1.000 | 1.000 | 0.000 | 0.402 | 0.422 | 0.377 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.369 | 1.000 | 0.000 | 1.000 | 1.000 | 0.080 | 1.000 | 0.000 | 0.065 | 0.319 | 0.233 | 0.127 | 0.000 | 1.000 | 1.000 | 0.000 | 0.367 | -0.375 | 0.209 | -0.061 | 0.000 | 0.225 | 0.000 | -0.061 | 0.262 | 0.000 | 0.000 | 1.000 | 0.310 | 0.000 | 0.000 | -0.029 |
| Blood Transfusion During Surgery | 0.000 | 0.122 | 0.032 | 0.132 | 0.138 | 0.223 | 0.000 | 0.049 | 0.120 | 0.000 | 0.131 | 0.100 | 0.000 | 0.000 | 0.049 | 0.546 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.195 | 0.000 | 0.000 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.338 | 0.200 | 0.064 | 0.091 | 0.000 | 0.196 | 0.123 | 0.000 | 0.235 | 0.062 | 0.069 | 0.079 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.997 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.206 | 0.000 | 0.176 | 0.000 | 0.065 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.185 | 0.114 | 0.000 | 0.307 | 0.000 | 0.000 | 0.140 | 0.000 | 0.000 | 0.000 | 0.172 | 0.000 | 0.082 | 0.000 | 0.047 | 0.383 | 0.000 | 0.000 | 0.116 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 0.065 | 0.098 | 0.000 | 0.241 | 0.087 | 0.000 | 0.046 | 0.000 | 0.087 | 0.088 | 0.184 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.163 |
| CAD History | 0.141 | 0.104 | 0.245 | 0.077 | 0.258 | 0.336 | 0.313 | 0.331 | 0.570 | 0.041 | 0.281 | 0.520 | 0.000 | 0.069 | 0.490 | 0.000 | 0.000 | 1.000 | 0.268 | 0.190 | 0.000 | 0.487 | 0.000 | 0.132 | 0.101 | 0.313 | 0.300 | 0.467 | 0.373 | 0.163 | 0.175 | 0.034 | 0.089 | 0.300 | 0.000 | 0.094 | 0.000 | 0.252 | 0.102 | 0.291 | 0.163 | 0.186 | 0.510 | 0.081 | 0.079 | 0.102 | 0.000 | 0.092 | 0.067 | 0.045 | 0.348 | 0.000 | 0.000 | 0.198 | 0.000 | 0.352 | 0.153 | 0.199 | 0.204 | 0.113 | 0.386 | 0.385 | 0.000 | 0.000 | 0.000 | 0.000 | 0.331 | 0.097 | 0.052 | 0.025 | 0.176 | 0.304 | 0.187 | 0.069 | 0.000 | 0.000 | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.473 | 0.000 | 0.206 | 0.141 | 0.152 | 0.000 | 0.105 | 0.045 | 0.095 | 0.090 | 0.042 | 0.154 | 0.203 | 0.076 | 0.069 | 0.154 | 0.069 | 0.269 | 0.202 | 0.007 | 0.100 | 0.118 | 0.000 | 0.173 |
| CKD | 0.057 | 0.037 | 0.338 | 0.000 | 0.132 | 0.182 | 0.141 | 0.181 | 0.185 | 0.000 | 0.516 | 0.655 | 0.106 | 0.000 | 0.245 | 0.000 | 0.000 | 0.268 | 1.000 | 0.213 | 0.000 | 0.053 | 0.021 | 0.000 | 0.124 | 0.702 | 0.750 | 0.219 | 0.273 | 0.739 | 0.290 | 0.000 | 0.160 | 0.082 | 0.000 | 0.000 | 0.180 | 0.298 | 0.000 | 0.495 | 0.416 | 0.287 | 0.306 | 0.076 | 0.249 | 0.161 | 0.000 | 0.000 | 0.033 | 0.000 | 0.157 | 0.000 | 0.000 | 0.118 | 0.138 | 0.219 | 0.104 | 0.430 | 0.247 | 0.114 | 0.738 | 0.858 | 0.060 | 0.000 | 0.000 | 0.000 | 0.537 | 0.000 | 0.000 | 0.086 | 0.000 | 0.000 | 0.254 | 0.227 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.000 | 0.021 | 0.000 | 0.218 | 0.000 | 0.180 | 0.016 | 0.084 | 0.089 | 0.141 | 0.000 | 0.057 | 0.009 | 0.022 | 0.000 | 0.375 | 0.131 | 0.180 | 0.040 | 0.145 | 0.131 | 0.391 | 0.358 | 0.139 | 0.091 | 0.000 | 0.220 | 0.027 | 0.118 |
| COPD | 0.000 | 0.017 | 0.257 | 0.000 | 0.000 | 0.119 | 0.031 | 0.105 | 0.209 | 0.000 | 0.723 | 0.363 | 0.000 | 0.171 | 0.154 | 1.000 | 0.000 | 0.190 | 0.213 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.385 | 0.349 | 0.180 | 0.126 | 0.210 | 0.149 | 0.070 | 0.000 | 0.079 | 0.000 | 0.039 | 0.000 | 0.212 | 0.000 | 0.554 | 0.188 | 0.263 | 0.173 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.186 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.290 | 0.097 | 0.078 | 0.425 | 0.361 | 0.000 | 0.033 | 0.000 | 0.000 | 0.258 | 0.094 | 0.000 | 0.259 | 0.000 | 0.000 | 0.113 | 0.171 | 0.000 | 0.105 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.245 | 0.000 | 0.167 | 0.072 | 0.000 | 0.000 | 0.000 | 0.064 | 0.000 | 0.143 | 0.260 | 0.080 | 0.020 | 0.025 | 0.167 | 0.080 | 0.226 | 0.173 | 0.000 | 0.100 | 0.079 | 0.161 | 0.000 | 0.000 |
| Cardiac Complication | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.244 | 0.997 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.349 | 0.000 | 0.059 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.188 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.026 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.244 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.180 | 0.000 | 0.000 | 0.000 | 0.000 | 0.065 | 1.000 | 0.166 | 0.000 | 0.000 | 0.000 | 0.997 | 0.498 | 0.998 | 0.000 | 0.000 | 0.572 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.064 | 0.000 | 0.358 | 0.009 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Cholesterol Lowering Drug | 0.000 | 0.000 | 0.164 | 0.024 | 0.137 | 0.190 | 0.357 | 0.275 | 0.465 | 0.050 | 0.000 | 0.000 | 0.000 | 0.087 | 0.306 | 0.000 | 0.037 | 0.487 | 0.053 | 0.000 | 0.000 | 1.000 | 0.000 | 0.096 | 0.087 | 0.000 | 0.000 | 0.413 | 0.377 | 0.000 | 0.044 | 0.000 | 0.000 | 0.478 | 0.000 | 0.098 | 0.000 | 0.205 | 0.025 | 0.155 | 0.000 | 0.000 | 0.424 | 0.105 | 0.147 | 0.417 | 0.000 | 0.057 | 0.000 | 0.113 | 0.123 | 0.000 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.235 | 0.088 | 0.141 | 0.050 | 0.000 | 0.008 | 0.000 | 0.000 | 0.178 | 0.182 | 0.186 | 0.165 | 0.109 | 0.261 | 0.224 | 0.087 | 0.000 | 0.014 | 0.069 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.364 | 0.066 | 0.087 | 0.140 | 0.155 | 0.000 | 0.144 | 0.068 | 0.120 | 0.102 | 0.000 | 0.176 | 0.202 | 0.083 | 0.000 | 0.176 | 0.130 | 0.298 | 0.191 | 0.000 | 0.119 | 0.072 | 0.000 | 0.111 |
| Collection | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.068 | 0.104 | 0.083 | 0.000 | 0.000 | 1.000 | 0.000 | 0.167 | 0.702 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.349 | 0.000 | 1.000 | 0.000 | 0.158 | 1.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.239 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.047 | 0.078 | 1.000 | 0.377 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.167 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.116 | 0.120 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 1.000 | 0.090 | 0.000 | 0.000 | 0.689 | 0.702 | 0.349 | 0.703 | 0.000 | 0.000 | 0.399 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.090 | 0.000 | 0.000 | 0.000 | 0.236 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.677 | 0.082 | 0.000 | 0.000 | 0.699 | 0.095 | 0.000 |
| Complication During Surgery | 0.121 | 0.000 | 0.000 | 0.000 | 0.000 | 0.048 | 0.000 | 0.063 | 0.105 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.599 | 0.195 | 0.132 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 1.000 | 0.140 | 1.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.488 | 0.000 | 0.113 | 0.000 | 0.000 | 0.004 | 0.168 | 0.000 | 1.000 | 0.000 | 0.000 | 0.025 | 0.000 | 1.000 | 0.000 | 0.000 | 0.124 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 1.000 | 0.151 | 0.000 | 0.000 | 0.108 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.212 | 0.152 | 0.000 | 0.064 | 0.000 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.610 | 0.000 | 0.000 | 0.059 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.216 | 0.008 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Complication Post Surgery | 0.150 | 0.102 | 0.000 | 0.100 | 0.113 | 0.261 | 0.037 | 0.000 | 0.071 | 0.000 | 0.000 | 0.323 | 0.272 | 0.306 | 0.039 | 0.141 | 0.000 | 0.101 | 0.124 | 0.000 | 0.059 | 0.087 | 0.158 | 0.140 | 1.000 | 0.099 | 0.000 | 0.034 | 0.088 | 0.000 | 0.146 | 0.160 | 0.216 | 0.023 | 0.043 | 0.000 | 0.092 | 0.459 | 0.000 | 0.000 | 0.000 | 0.207 | 0.108 | 0.553 | 0.275 | 0.000 | 0.158 | 0.000 | 0.159 | 0.000 | 0.000 | 0.272 | 0.000 | 0.163 | 0.000 | 0.000 | 0.000 | 0.109 | 0.336 | 0.100 | 0.248 | 0.180 | 0.388 | 0.116 | 0.158 | 0.059 | 0.152 | 0.087 | 0.000 | 0.000 | 0.000 | 0.000 | 0.557 | 0.306 | 0.059 | 0.309 | 0.131 | 0.216 | 0.416 | 0.059 | 0.158 | 0.200 | 0.000 | 0.073 | 0.285 | 0.092 | 0.037 | 0.000 | 0.769 | 0.272 | 0.498 | 0.049 | 0.000 | 0.000 | 0.330 | 0.104 | 0.645 | 0.050 | 0.449 | 0.104 | 0.256 | 0.799 | 0.608 | 0.073 | 0.000 | 0.495 | 0.477 | 0.000 |
| Creatinine before Discharge | 0.000 | 0.383 | 0.393 | 0.497 | 0.000 | 0.211 | 0.266 | 0.000 | 0.129 | 0.000 | 0.813 | 0.507 | 0.180 | 0.000 | 0.248 | -0.577 | 0.000 | 0.313 | 0.702 | 0.385 | 1.000 | 0.000 | 1.000 | 1.000 | 0.099 | 1.000 | 0.451 | 0.000 | 0.380 | 0.508 | 0.297 | -0.289 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.223 | 0.000 | -0.144 | -0.177 | 0.297 | 0.377 | 0.116 | 0.114 | 0.021 | 0.000 | 0.000 | 1.000 | 0.000 | 0.397 | 0.000 | 0.000 | 0.143 | 0.000 | -0.306 | 0.163 | -0.155 | 0.148 | -0.016 | 0.538 | 0.585 | 0.000 | 0.213 | 0.000 | 0.000 | 0.148 | 0.135 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.230 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.400 | 0.532 | 1.000 | 0.350 | 0.205 | 0.516 | 0.022 | 0.124 | 0.153 | 0.000 | 0.000 | 0.000 | 0.139 | 0.263 | -0.060 | 0.441 | 0.000 | 0.000 | -0.060 | 0.169 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.547 |
| Creatinine_D1 | 0.000 | 0.000 | 0.472 | 0.533 | 0.000 | 0.124 | 0.000 | 0.339 | 0.304 | 0.000 | 0.373 | 0.653 | 0.000 | 0.000 | 0.311 | -0.536 | 0.000 | 0.300 | 0.750 | 0.349 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.451 | 1.000 | 0.283 | 0.329 | 0.767 | 0.585 | -0.138 | 0.492 | 0.000 | 0.205 | 0.000 | -0.042 | 0.000 | 1.000 | -0.224 | -0.035 | 0.525 | 0.348 | 0.000 | 0.370 | -0.065 | 0.000 | 0.000 | 0.262 | 0.000 | 0.407 | 0.000 | 0.343 | 0.341 | 0.000 | -0.097 | -0.280 | -0.089 | -0.136 | -0.328 | 0.585 | 0.800 | 0.000 | 0.035 | 0.000 | 0.000 | 0.189 | 0.000 | 0.000 | 0.344 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.040 | 0.000 | 0.492 | -0.100 | 0.000 | 0.000 | 0.296 | 0.166 | 0.248 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.085 | -0.133 | -0.064 | 0.300 | 0.000 | 0.000 | -0.064 | 0.013 | 0.000 | 0.000 | 0.457 | 0.000 | 0.000 | 0.000 | 0.158 |
| Current Medication | 0.183 | 0.117 | 0.201 | 0.062 | 0.258 | 0.257 | 0.444 | 0.529 | 0.558 | 0.319 | 0.471 | 0.307 | 0.000 | 0.039 | 0.529 | 0.000 | 0.088 | 0.467 | 0.219 | 0.180 | 0.000 | 0.413 | 0.000 | 0.029 | 0.034 | 0.000 | 0.283 | 1.000 | 0.468 | 0.146 | 0.223 | 0.113 | 0.036 | 0.355 | 0.000 | 0.145 | 0.166 | 0.264 | 0.021 | 0.000 | 0.000 | 0.169 | 0.680 | 0.021 | 0.126 | 0.083 | 0.000 | 0.200 | 0.029 | 0.089 | 0.151 | 0.000 | 0.150 | 0.161 | 0.110 | 0.249 | 0.190 | 0.175 | 0.187 | 0.143 | 0.333 | 0.232 | 0.026 | 0.027 | 0.000 | 0.000 | 0.255 | 0.290 | 0.145 | 0.266 | 0.089 | 0.229 | 0.053 | 0.039 | 0.000 | 0.058 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.629 | 0.000 | 0.277 | 0.282 | 0.095 | 0.000 | 0.000 | 0.107 | 0.056 | 0.276 | 0.118 | 0.128 | 0.140 | 0.052 | 0.084 | 0.128 | 0.114 | 0.140 | 0.095 | 0.000 | 0.154 | 0.079 | 0.000 | 0.317 |
| DiabetesMellitus | 0.085 | 0.085 | 0.196 | 0.046 | 0.243 | 0.243 | 0.871 | 0.334 | 0.428 | 0.023 | 0.415 | 0.450 | 0.030 | 0.118 | 0.221 | 0.000 | 0.000 | 0.373 | 0.273 | 0.126 | 0.000 | 0.377 | 0.092 | 0.000 | 0.088 | 0.380 | 0.329 | 0.468 | 1.000 | 0.057 | 0.106 | 0.000 | 0.083 | 0.298 | 0.000 | 0.082 | 0.032 | 0.192 | 0.000 | 0.346 | 0.146 | 0.208 | 0.462 | 0.110 | 0.431 | 0.349 | 0.000 | 0.055 | 0.000 | 0.076 | 0.263 | 0.030 | 0.000 | 0.260 | 0.000 | 0.191 | 0.097 | 0.294 | 0.305 | 0.174 | 0.334 | 0.403 | 0.102 | 0.000 | 0.000 | 0.000 | 0.304 | 0.109 | 0.000 | 0.135 | 0.000 | 0.187 | 0.202 | 0.118 | 0.000 | 0.093 | 0.000 | 0.000 | 0.133 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.460 | 0.000 | 0.165 | 0.148 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.029 | 0.111 | 0.098 | 0.083 | 0.063 | 0.111 | 0.152 | 0.175 | 0.084 | 0.000 | 0.060 | 0.110 | 0.000 | 0.228 |
| Dialysis | 0.038 | 0.000 | 0.315 | 0.000 | 0.108 | 0.042 | 0.041 | 0.187 | 0.119 | 0.000 | 0.560 | 0.563 | 0.000 | 0.000 | 0.159 | 0.000 | 0.000 | 0.163 | 0.739 | 0.210 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.508 | 0.767 | 0.146 | 0.057 | 1.000 | 0.243 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.315 | 0.290 | 0.000 | 0.634 | 0.357 | 0.086 | 0.202 | 0.000 | 0.227 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.091 | 0.000 | 0.198 | 0.303 | 0.000 | 0.167 | 0.638 | 0.870 | 0.000 | 0.000 | 0.000 | 0.000 | 0.504 | 0.000 | 0.000 | 0.164 | 0.000 | 0.000 | 0.000 | 0.208 | 0.000 | 0.000 | 0.000 | 0.000 | 0.095 | 0.000 | 0.000 | 0.000 | 0.135 | 0.000 | 0.085 | 0.024 | 0.070 | 0.117 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.356 | 0.185 | 0.000 | 0.080 | 0.000 | 0.185 | 0.288 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 |
| Diuratic | 0.304 | 0.000 | 0.131 | 0.000 | 0.097 | 0.110 | 0.065 | 0.142 | 0.331 | 0.000 | 0.196 | 0.679 | 0.000 | 0.196 | 0.299 | 0.000 | 0.000 | 0.175 | 0.290 | 0.149 | 0.000 | 0.044 | 0.000 | 0.000 | 0.146 | 0.297 | 0.585 | 0.223 | 0.106 | 0.243 | 1.000 | 0.000 | 0.297 | 0.000 | 0.000 | 0.000 | 0.313 | 0.174 | 0.000 | 0.112 | 0.214 | 0.654 | 0.246 | 0.000 | 0.362 | 0.109 | 0.000 | 0.000 | 0.071 | 0.121 | 0.338 | 0.000 | 0.000 | 0.297 | 0.026 | 0.000 | 0.153 | 0.364 | 0.000 | 0.187 | 0.468 | 0.478 | 0.183 | 0.000 | 0.000 | 0.000 | 0.191 | 0.017 | 0.000 | 0.000 | 0.000 | 0.124 | 0.148 | 0.000 | 0.000 | 0.124 | 0.000 | 0.000 | 0.258 | 0.000 | 0.220 | 0.300 | 0.000 | 0.000 | 0.391 | 0.019 | 0.000 | 0.000 | 0.150 | 0.000 | 0.000 | 0.000 | 0.070 | 0.000 | 0.153 | 0.053 | 0.189 | 0.064 | 0.192 | 0.053 | 0.276 | 0.372 | 0.146 | 0.096 | 0.000 | 0.187 | 0.000 | 0.000 |
| Duration Of Surgery | 0.000 | 0.365 | 0.000 | 0.355 | 0.000 | 0.342 | 0.000 | 0.104 | 0.111 | 0.000 | -0.177 | -0.147 | 0.000 | 0.000 | 0.000 | 0.036 | 0.338 | 0.034 | 0.000 | 0.070 | 0.188 | 0.000 | 0.239 | 0.488 | 0.160 | -0.289 | -0.138 | 0.113 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.321 | 0.186 | 0.000 | 0.210 | 0.230 | 0.000 | 0.013 | 0.113 | 0.050 | 0.164 | 0.180 | 0.050 | 0.000 | 0.289 | 0.000 | 0.000 | 0.000 | 0.000 | 0.172 | -0.039 | -0.224 | 0.052 | 0.039 | -0.137 | -0.036 | -0.057 | 0.000 | 0.178 | 0.000 | 0.000 | 0.172 | 0.000 | 0.221 | 0.053 | 0.000 | 0.000 | 0.187 | 0.000 | 0.188 | 0.052 | 0.183 | 0.185 | 0.000 | 0.000 | 0.000 | 0.433 | 0.000 | 0.120 | 0.186 | 0.094 | 0.163 | 0.085 | 0.198 | 0.000 | 0.149 | 0.000 | 0.170 | 0.150 | 0.530 | 0.012 | 0.090 | 0.039 | 0.254 | 0.012 | 0.024 | 0.158 | 0.133 | 0.000 | 0.082 | 0.135 | 0.197 | 0.178 |
| Duration in intensive care unit (days) | 0.000 | 0.000 | 0.000 | 0.000 | 0.178 | 0.101 | 0.095 | 0.074 | 0.111 | 0.142 | 0.000 | 0.939 | 0.000 | 0.000 | 0.074 | 1.000 | 0.200 | 0.089 | 0.160 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.216 | 0.000 | 0.492 | 0.036 | 0.083 | 0.000 | 0.297 | 0.000 | 1.000 | 0.120 | 0.110 | 0.000 | 1.000 | 0.152 | 0.000 | 0.000 | 0.065 | 0.290 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.348 | 0.251 | 0.000 | 0.000 | 0.000 | 0.209 | 0.000 | 0.000 | 0.000 | 0.236 | 0.000 | 0.000 | 1.000 | 0.477 | 0.529 | 0.112 | 0.000 | 0.000 | 0.000 | 0.157 | 1.000 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.171 | 0.000 | 0.573 | 0.000 | 0.999 | 1.000 | 0.000 | 0.000 | 0.299 | 0.013 | 0.000 | 0.095 | 0.223 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.076 | 0.000 | 0.260 | 0.013 | 0.000 | 0.000 | 0.067 | 0.679 | 0.302 | 0.000 | 0.000 | 0.000 | 0.000 | 0.130 |
| Dyslipidemia | 0.000 | 0.000 | 0.211 | 0.000 | 0.106 | 0.080 | 0.283 | 0.299 | 0.327 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.212 | 0.919 | 0.064 | 0.300 | 0.082 | 0.079 | 0.000 | 0.478 | 0.000 | 0.113 | 0.023 | 0.000 | 0.000 | 0.355 | 0.298 | 0.000 | 0.000 | 0.027 | 0.120 | 1.000 | 0.000 | 0.083 | 0.091 | 0.140 | 0.049 | 0.000 | 0.216 | 0.000 | 0.305 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.082 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.404 | 0.155 | 0.000 | 0.081 | 0.183 | 0.085 | 0.225 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.164 | 0.000 | 0.147 | 0.170 | 0.150 | 0.116 | 0.105 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.407 | 0.000 | 0.000 | 0.351 | 0.000 | 0.132 | 0.093 | 0.125 | 0.000 | 0.089 | 0.030 | 0.116 | 0.061 | 0.000 | 0.098 | 0.167 | 0.040 | 0.000 | 0.098 | 0.099 | 0.294 | 0.146 | 0.000 | 0.058 | 0.092 | 0.000 | 0.094 |
| ER Admission Before Surgery | 0.040 | 0.159 | 0.058 | 0.155 | 0.055 | 0.130 | 0.000 | 0.000 | 0.000 | 0.030 | 0.348 | 0.181 | 0.000 | 0.040 | 0.000 | 0.232 | 0.091 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.205 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.110 | 0.000 | 1.000 | 0.511 | 0.069 | 0.261 | 0.000 | 0.052 | 0.000 | 0.147 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.108 | 0.120 | 0.050 | 0.000 | 0.000 | 0.000 | 0.110 | 0.000 | 0.000 | 0.185 | 0.271 | 0.000 | 0.029 | 0.000 | 0.124 | 0.568 | 0.075 | 0.000 | 0.201 | 0.000 | 0.000 | 0.148 | 0.055 | 0.075 | 0.104 | 0.040 | 0.000 | 0.059 | 0.643 | 0.067 | 0.164 | 0.000 | 0.075 | 0.000 | 0.092 | 0.000 | 0.072 | 0.000 | 0.070 | 0.029 | 0.000 | 0.085 | 0.000 | 0.000 | 0.099 | 0.000 | 0.213 | 0.142 | 0.000 | 0.000 | 0.042 | 0.142 | 0.302 | 0.092 | 0.000 | 0.000 | 0.080 | 0.088 | 0.032 | 0.085 |
| Emergency Status of surgery | 0.000 | 0.113 | 0.000 | 0.101 | 0.000 | 0.000 | 0.064 | 0.032 | 0.106 | 0.000 | 0.061 | 0.000 | 0.000 | 0.107 | 0.077 | 0.622 | 0.000 | 0.094 | 0.000 | 0.039 | 0.000 | 0.098 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.145 | 0.082 | 0.000 | 0.000 | 0.000 | 0.000 | 0.083 | 0.511 | 1.000 | 0.000 | 0.145 | 0.000 | 0.142 | 0.000 | 0.000 | 0.130 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.135 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.185 | 0.192 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.319 | 0.000 | 0.042 | 0.078 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.119 | 0.000 | 0.000 | 0.116 | 0.369 | 0.122 | 0.118 | 0.042 | 0.000 | 0.000 | 0.088 | 0.000 | 0.165 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.000 | 0.090 | 0.055 | 0.031 | 0.071 | 0.113 | 0.000 | 0.000 | 0.118 | 0.113 | 0.083 | 0.000 | 0.000 | 0.000 | 0.000 | 0.214 | 0.061 | 0.070 |
| Extubation Post OR | 0.000 | 0.248 | 0.000 | 0.256 | 0.235 | 0.235 | 0.000 | 0.040 | 0.067 | 0.000 | -0.133 | 0.069 | 0.000 | 0.000 | 0.057 | 0.091 | 0.196 | 0.000 | 0.180 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.092 | 0.004 | -0.042 | 0.166 | 0.032 | 0.315 | 0.313 | 0.321 | 1.000 | 0.091 | 0.069 | 0.000 | 1.000 | 0.000 | 0.169 | 0.116 | 0.151 | 0.000 | 0.076 | 0.038 | 0.382 | 0.237 | 0.139 | 0.000 | 0.000 | 0.121 | 0.125 | 0.000 | 0.000 | 0.000 | 0.127 | -0.181 | -0.021 | 0.017 | 0.153 | -0.074 | 0.121 | 0.078 | 0.000 | 0.000 | 1.000 | 1.000 | 0.195 | 0.000 | 0.000 | 0.000 | 0.179 | 0.000 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.139 | 0.000 | 1.000 | 1.000 | -0.203 | 1.000 | 0.000 | 0.222 | 0.054 | 0.050 | 0.113 | 0.141 | 1.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.347 | -0.021 | 0.189 | 0.103 | 0.000 | -0.021 | 0.029 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.034 |
| Floor | 0.200 | 0.375 | 0.143 | 0.286 | 0.186 | 0.360 | 0.101 | 0.192 | 0.282 | 0.017 | 0.352 | 0.094 | 0.395 | 0.227 | 0.160 | 0.000 | 0.123 | 0.252 | 0.298 | 0.212 | 0.000 | 0.205 | 0.000 | 0.168 | 0.459 | 0.223 | 0.000 | 0.264 | 0.192 | 0.290 | 0.174 | 0.186 | 0.152 | 0.140 | 0.261 | 0.145 | 0.000 | 1.000 | 0.000 | 0.276 | 0.175 | 0.224 | 0.256 | 0.423 | 0.261 | 0.067 | 0.512 | 0.000 | 0.000 | 0.165 | 0.089 | 0.214 | 0.000 | 0.280 | 0.144 | 0.220 | 0.061 | 0.184 | 0.322 | 0.148 | 0.233 | 0.274 | 0.285 | 0.220 | 0.298 | 0.347 | 0.243 | 0.211 | 0.000 | 0.129 | 0.000 | 0.017 | 0.326 | 0.402 | 0.000 | 0.226 | 0.171 | 0.348 | 0.171 | 0.347 | 0.146 | 0.000 | 0.153 | 0.000 | 0.328 | 0.054 | 0.253 | 0.385 | 0.445 | 0.470 | 0.344 | 0.625 | 0.119 | 0.303 | 0.373 | 0.130 | 0.464 | 0.078 | 0.186 | 0.130 | 0.225 | 0.355 | 0.297 | 0.000 | 0.261 | 0.195 | 0.223 | 0.281 |
| Gastrointestinal Disease | 0.000 | 0.043 | 0.164 | 0.027 | 0.000 | 0.000 | 0.000 | 0.033 | 0.018 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.033 | 1.000 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.169 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.082 | 0.000 | 0.119 | 0.144 | 0.996 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.127 | 0.000 | 0.000 | 0.000 | 0.127 | 0.097 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| HB before discharge | 0.000 | 0.356 | 0.000 | 0.173 | 0.311 | 0.100 | 0.157 | 0.313 | 0.223 | 0.000 | -0.491 | -0.250 | 0.000 | 0.000 | 0.265 | -0.179 | 0.235 | 0.291 | 0.495 | 0.554 | 1.000 | 0.155 | 1.000 | 1.000 | 0.000 | -0.144 | -0.224 | 0.000 | 0.346 | 0.634 | 0.112 | 0.210 | 0.000 | 0.000 | 0.052 | 0.142 | 0.116 | 0.276 | 0.000 | 1.000 | 0.849 | 0.537 | 0.234 | 0.081 | 0.020 | 0.022 | 0.383 | 0.000 | 0.000 | 0.000 | 0.377 | 0.000 | 0.000 | 0.000 | 0.000 | -0.027 | -0.183 | 0.744 | 0.191 | -0.157 | -0.473 | -0.304 | 0.000 | 0.000 | 0.000 | 0.000 | 0.171 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.000 | 1.000 | 0.000 | 0.000 | 0.400 | 0.000 | 0.000 | 0.000 | 0.376 | 0.000 | 1.000 | -0.068 | 0.000 | 0.294 | 0.200 | 0.122 | 0.132 | 0.344 | 0.339 | 0.174 | 0.281 | -0.322 | 0.283 | 0.000 | 0.090 | 0.100 | 0.283 | -0.145 | 0.110 | 0.000 | 1.000 | 0.111 | 0.000 | 0.000 | 0.390 |
| HB day 1 post surgery | 0.000 | 0.130 | 0.000 | 0.103 | 0.000 | 0.109 | 0.101 | 0.158 | 0.000 | 0.000 | -0.582 | -0.097 | 0.284 | 0.000 | 0.000 | -0.108 | 0.062 | 0.163 | 0.416 | 0.188 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | -0.177 | -0.035 | 0.000 | 0.146 | 0.357 | 0.214 | 0.230 | 0.065 | 0.216 | 0.000 | 0.000 | 0.151 | 0.175 | 0.000 | 0.849 | 1.000 | 0.208 | 0.065 | 0.137 | 0.019 | 0.159 | 0.000 | 0.000 | 0.196 | 0.116 | 0.000 | 0.000 | 0.000 | 0.182 | 0.000 | -0.061 | -0.006 | 0.788 | 0.254 | -0.098 | -0.214 | -0.106 | 0.000 | 0.165 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.190 | 0.143 | 0.026 | 0.000 | 0.033 | 0.000 | 0.057 | 0.000 | 0.000 | 0.143 | 0.000 | 0.000 | -0.002 | 0.000 | 0.270 | 0.244 | 0.000 | 0.190 | 0.000 | 0.468 | 0.000 | 0.265 | -0.131 | 0.001 | 0.000 | 0.207 | 0.233 | 0.001 | -0.226 | 0.107 | 0.272 | 0.601 | 0.086 | 0.000 | 0.273 | 0.355 |
| HF | 0.824 | 0.027 | 0.000 | 0.036 | 0.227 | 0.204 | 0.132 | 0.133 | 0.256 | 0.000 | 0.248 | 0.534 | 0.000 | 0.149 | 0.255 | 1.000 | 0.069 | 0.186 | 0.287 | 0.263 | 0.000 | 0.000 | 0.000 | 0.000 | 0.207 | 0.297 | 0.525 | 0.169 | 0.208 | 0.086 | 0.654 | 0.000 | 0.290 | 0.000 | 0.147 | 0.000 | 0.000 | 0.224 | 0.000 | 0.537 | 0.208 | 1.000 | 0.186 | 0.000 | 0.273 | 0.000 | 0.000 | 0.124 | 0.064 | 0.000 | 0.828 | 0.118 | 0.000 | 0.817 | 0.000 | 0.000 | 0.000 | 0.261 | 0.176 | 0.000 | 0.393 | 0.263 | 0.322 | 0.113 | 0.000 | 0.000 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.120 | 0.070 | 0.000 | 0.000 | 0.093 | 0.069 | 0.000 | 0.207 | 0.000 | 0.416 | 0.000 | 0.000 | 0.000 | 0.213 | 0.000 | 0.000 | 0.000 | 0.237 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.094 | 0.044 | 0.283 | 0.000 | 0.143 | 0.044 | 0.158 | 0.340 | 0.203 | 0.366 | 0.013 | 0.136 | 0.014 | 0.000 |
| Hypertension | 0.150 | 0.090 | 0.238 | 0.080 | 0.243 | 0.305 | 0.411 | 0.696 | 0.508 | 0.112 | 0.448 | 0.227 | 0.050 | 0.060 | 0.550 | 0.000 | 0.079 | 0.510 | 0.306 | 0.173 | 0.000 | 0.424 | 0.047 | 0.025 | 0.108 | 0.377 | 0.348 | 0.680 | 0.462 | 0.202 | 0.246 | 0.013 | 0.077 | 0.305 | 0.000 | 0.130 | 0.076 | 0.256 | 0.000 | 0.234 | 0.065 | 0.186 | 1.000 | 0.063 | 0.000 | 0.236 | 0.000 | 0.043 | 0.000 | 0.079 | 0.226 | 0.000 | 0.000 | 0.145 | 0.000 | 0.189 | 0.000 | 0.145 | 0.223 | 0.095 | 0.406 | 0.356 | 0.082 | 0.000 | 0.047 | 0.000 | 0.336 | 0.098 | 0.000 | 0.132 | 0.087 | 0.228 | 0.117 | 0.088 | 0.000 | 0.027 | 0.000 | 0.000 | 0.118 | 0.000 | 0.047 | 0.000 | 0.076 | 0.000 | 0.652 | 0.000 | 0.272 | 0.274 | 0.133 | 0.050 | 0.058 | 0.053 | 0.101 | 0.209 | 0.127 | 0.199 | 0.160 | 0.059 | 0.079 | 0.199 | 0.185 | 0.192 | 0.178 | 0.000 | 0.127 | 0.091 | 0.000 | 0.245 |
| Infection of the surgical site | 0.000 | 0.050 | 0.000 | 0.060 | 0.014 | 0.134 | 0.048 | 0.000 | 0.045 | 0.000 | 0.000 | 0.255 | 0.036 | 0.260 | 0.000 | 0.000 | 0.000 | 0.081 | 0.076 | 0.000 | 0.000 | 0.105 | 0.078 | 0.000 | 0.553 | 0.116 | 0.000 | 0.021 | 0.110 | 0.000 | 0.000 | 0.113 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.423 | 0.000 | 0.081 | 0.137 | 0.000 | 0.063 | 1.000 | 0.000 | 0.248 | 0.078 | 0.044 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.235 | 0.000 | 0.000 | 0.000 | 0.137 | 0.462 | 0.065 | 0.209 | 0.226 | 0.135 | 0.000 | 0.078 | 0.126 | 0.171 | 0.000 | 0.000 | 0.000 | 0.000 | 0.154 | 0.988 | 0.260 | 0.000 | 0.264 | 0.000 | 0.267 | 0.304 | 0.126 | 0.000 | 0.000 | 0.032 | 0.000 | 0.228 | 0.089 | 0.183 | 0.000 | 0.485 | 0.193 | 0.158 | 0.063 | 0.138 | 0.000 | 0.370 | 0.216 | 0.562 | 0.084 | 0.257 | 0.216 | 0.242 | 0.840 | 0.399 | 0.174 | 0.000 | 0.464 | 0.197 | 0.000 |
| Na before Discharge | 0.375 | 0.744 | 0.000 | 0.425 | 0.354 | 0.194 | 0.595 | 0.000 | 0.000 | 0.000 | 0.042 | 0.079 | 0.311 | 0.302 | 0.000 | -0.187 | 0.000 | 0.079 | 0.249 | 0.000 | 1.000 | 0.147 | 1.000 | 1.000 | 0.275 | 0.114 | 0.370 | 0.126 | 0.431 | 0.227 | 0.362 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.382 | 0.261 | 0.000 | 0.020 | 0.019 | 0.273 | 0.000 | 0.000 | 1.000 | 0.177 | 0.273 | 0.000 | 1.000 | 0.000 | 0.000 | 0.273 | 0.157 | 0.000 | 0.235 | -0.059 | -0.207 | 0.174 | 0.294 | -0.217 | 0.091 | 0.246 | 0.354 | 0.000 | 0.000 | 0.444 | 0.182 | 0.000 | 0.581 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.302 | 0.000 | 0.302 | 0.282 | 0.444 | 0.000 | 0.307 | 0.000 | 1.000 | 0.114 | 0.000 | 0.283 | 0.229 | 0.196 | 0.099 | 0.000 | 0.143 | 0.231 | 0.040 | -0.030 | -0.170 | 0.000 | 0.164 | 0.434 | -0.170 | 0.153 | 0.361 | 0.464 | 1.000 | 0.000 | 0.500 | 0.425 | 0.179 |
| Na day 1 post surgery | 0.000 | 0.384 | 0.323 | 0.322 | 0.262 | 0.190 | 0.421 | 0.194 | 0.175 | 0.281 | 0.131 | 0.156 | 0.000 | 0.179 | 0.000 | -0.148 | 0.000 | 0.102 | 0.161 | 0.000 | 0.000 | 0.417 | 0.377 | 0.000 | 0.000 | 0.021 | -0.065 | 0.083 | 0.349 | 0.000 | 0.109 | 0.164 | 0.000 | 0.000 | 0.000 | 0.000 | 0.237 | 0.067 | 1.000 | 0.022 | 0.159 | 0.000 | 0.236 | 0.248 | 0.177 | 1.000 | 0.392 | 0.000 | 0.000 | 0.220 | 0.000 | 0.216 | 0.000 | 0.000 | 0.000 | -0.258 | -0.143 | 0.138 | 0.414 | -0.117 | 0.093 | 0.016 | 0.000 | 0.000 | 0.259 | 0.626 | 0.000 | 0.076 | 0.000 | 0.415 | 1.000 | 0.039 | 0.348 | 0.000 | 0.000 | 0.282 | 0.000 | 0.405 | 0.000 | 0.626 | 0.000 | -0.118 | 0.117 | 0.000 | -0.013 | 0.000 | 0.155 | 0.045 | 0.181 | 0.312 | 0.311 | 0.000 | 0.145 | 0.034 | 0.267 | 0.269 | 0.000 | 0.000 | 0.312 | 0.269 | 0.148 | 0.440 | 0.572 | 0.000 | 0.024 | 0.512 | 0.444 | 0.058 |
| Neurological complication | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.702 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.158 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.180 | 0.000 | 0.000 | 0.000 | 0.000 | 0.139 | 0.512 | 0.000 | 0.383 | 0.000 | 0.000 | 0.000 | 0.078 | 0.273 | 0.392 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.167 | 0.000 | 0.000 | 0.000 | 0.211 | 0.104 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.349 | 0.127 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.689 | 0.000 | 0.000 | 0.703 | 0.050 | 0.999 | 0.000 | 0.349 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 0.167 | 0.149 | 0.000 | 0.099 | 0.000 | 0.485 | 0.000 | 0.000 | 0.104 | 0.489 | 0.000 | 0.000 | 0.677 | 0.000 | 0.000 | 0.000 | 0.699 | 0.095 | 0.000 |
| Neurological/ Psychological disease | 0.124 | 0.060 | 0.111 | 0.000 | 0.090 | 0.092 | 0.085 | 0.074 | 0.000 | 0.502 | 0.254 | 0.000 | 0.000 | 0.117 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.124 | 0.000 | 0.000 | 0.000 | 0.200 | 0.055 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.124 | 0.043 | 0.044 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.132 | 0.000 | 0.026 | 0.130 | 0.031 | 0.268 | 0.000 | 0.114 | 0.175 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.038 | 0.990 | 0.199 | 0.117 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000 | 0.000 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Number of ransfused packet cells | 0.023 | 0.021 | 0.000 | 0.032 | 0.050 | 0.099 | 0.075 | 0.000 | 0.037 | 0.000 | 1.000 | 0.614 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.067 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.159 | 1.000 | 0.262 | 0.029 | 0.000 | 0.000 | 0.071 | 0.000 | 0.348 | 0.000 | 0.108 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.196 | 0.064 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.072 | 0.000 | 0.234 | 0.000 | 0.155 | 0.000 | 0.000 | 0.054 | 0.242 | 0.170 | 0.038 | 0.000 | 0.000 | 0.079 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.186 | 0.000 | 0.345 | 1.000 | 0.000 | 0.000 | 0.072 | 0.067 | 0.333 | 0.000 | 0.000 | 0.000 | 0.000 | 0.095 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.396 | 0.043 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.337 | 0.308 | 0.119 |
| Number of transfused PC during surgery | 0.000 | 0.109 | 0.000 | 0.121 | 0.173 | 0.235 | 0.094 | 0.092 | 0.157 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.119 | 0.501 | 0.997 | 0.045 | 0.000 | 0.000 | 0.000 | 0.113 | 0.000 | 0.149 | 0.000 | 0.000 | 0.000 | 0.089 | 0.076 | 0.000 | 0.121 | 0.289 | 0.251 | 0.082 | 0.120 | 0.135 | 0.121 | 0.165 | 0.000 | 0.000 | 0.116 | 0.000 | 0.079 | 0.000 | 0.000 | 0.220 | 0.000 | 0.000 | 0.047 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.385 | 0.000 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.099 | 0.105 | 0.000 | 0.000 | 0.079 | 0.229 | 0.000 | 0.353 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.103 | 0.000 | 0.086 | 0.000 | 0.248 | 0.340 | 0.000 | 0.000 | 0.093 | 0.000 | 0.000 | 0.012 | 0.038 | 0.000 | 0.000 | 0.060 | 0.107 | 0.000 | 0.099 | 0.046 | 0.074 | 0.000 | 0.000 | 0.046 | 0.114 | 0.204 | 0.105 | 0.000 | 0.081 | 0.000 | 0.000 | 0.066 |
| Open heart surgery | 0.815 | 0.000 | 0.077 | 0.044 | 0.174 | 0.119 | 0.188 | 0.115 | 0.302 | 0.000 | 0.182 | 0.402 | 0.000 | 0.000 | 0.207 | 1.000 | 0.000 | 0.348 | 0.157 | 0.186 | 0.000 | 0.123 | 0.000 | 0.000 | 0.000 | 0.397 | 0.407 | 0.151 | 0.263 | 0.076 | 0.338 | 0.000 | 0.000 | 0.033 | 0.050 | 0.000 | 0.125 | 0.089 | 0.000 | 0.377 | 0.000 | 0.828 | 0.226 | 0.000 | 0.000 | 0.000 | 0.000 | 0.132 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.816 | 0.038 | 0.000 | 0.000 | 0.111 | 0.053 | 0.000 | 0.260 | 0.222 | 0.000 | 0.000 | 0.000 | 0.000 | 0.112 | 0.000 | 1.000 | 0.000 | 0.000 | 0.307 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.144 | 0.092 | 0.000 | 0.000 | 0.091 | 0.000 | 0.000 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.120 | 0.000 | 0.134 | 0.000 | 0.000 | 0.353 | 0.149 | 0.571 | 0.000 | 0.126 | 0.000 | 0.000 |
| Other positive cultures related to surgery | 0.082 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.110 | 0.997 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.244 | 0.000 | 0.167 | 0.000 | 0.272 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.214 | 0.000 | 0.000 | 0.000 | 0.118 | 0.000 | 0.036 | 0.273 | 0.216 | 0.167 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.205 | 0.068 | 0.148 | 0.290 | 0.000 | 0.192 | 0.000 | 0.073 | 0.000 | 0.000 | 0.244 | 0.000 | 0.104 | 1.000 | 0.000 | 0.000 | 0.000 | 0.473 | 0.491 | 0.244 | 0.998 | 0.113 | 0.495 | 0.274 | 0.244 | 0.000 | 1.000 | 0.000 | 0.000 | 0.206 | 0.000 | 0.017 | 0.096 | 0.039 | 0.110 | 0.000 | 0.000 | 0.018 | 0.000 | 0.378 | 0.000 | 0.061 | 0.020 | 0.000 | 0.000 | 0.085 | 0.281 | 0.000 | 0.000 | 0.059 | 0.487 | 0.052 | 0.000 |
| OtherMedication | 0.000 | 0.060 | 0.152 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.043 | 0.254 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.343 | 0.150 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.157 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.071 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.182 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.079 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 | 0.310 | 0.000 | 0.000 | 0.000 |
| PAD | 0.816 | 0.068 | 0.000 | 0.094 | 0.196 | 0.150 | 0.250 | 0.111 | 0.273 | 0.000 | 0.000 | 0.786 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.198 | 0.118 | 0.000 | 0.000 | 0.033 | 0.000 | 0.000 | 0.163 | 0.143 | 0.341 | 0.161 | 0.260 | 0.000 | 0.297 | 0.000 | 0.209 | 0.000 | 0.000 | 0.000 | 0.000 | 0.280 | 0.000 | 0.000 | 0.182 | 0.817 | 0.145 | 0.235 | 0.000 | 0.000 | 0.000 | 0.130 | 0.072 | 0.000 | 0.816 | 0.000 | 0.000 | 1.000 | 0.000 | 0.088 | 0.100 | 0.086 | 0.193 | 0.000 | 0.127 | 0.133 | 0.073 | 0.000 | 0.000 | 0.000 | 0.222 | 0.026 | 1.000 | 0.160 | 0.000 | 0.111 | 0.272 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.204 | 1.000 | 0.041 | 0.000 | 0.094 | 0.000 | 0.091 | 0.000 | 0.196 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.118 | 0.239 | 0.000 | 0.000 | 0.118 | 0.051 | 0.282 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Pathology Findings | 0.000 | 0.196 | 0.244 | 0.239 | 0.000 | 0.099 | 0.000 | 0.000 | 0.069 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.050 | 0.000 | 0.138 | 0.000 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.000 | 0.110 | 0.000 | 0.091 | 0.026 | 0.172 | 0.000 | 0.000 | 0.110 | 0.076 | 0.127 | 0.144 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.235 | 0.000 | 0.000 | 0.031 | 0.000 | 0.050 | 0.038 | 0.000 | 0.071 | 0.000 | 1.000 | 0.000 | 0.150 | 0.077 | 0.135 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.529 | 0.000 | 1.000 | 0.068 | 0.075 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 | 0.157 | 0.000 | 0.000 | 0.000 | 0.027 | 0.263 | 0.089 | 0.117 | 0.154 | 0.036 | 0.094 | 0.101 | 0.000 | 0.000 | 0.046 | 0.049 | 0.091 | 0.043 | 0.000 | 0.299 | 0.000 | 0.139 | 0.044 | 0.299 | 0.308 | 0.000 | 0.000 | 0.000 | 0.072 | 0.000 | 0.000 | 0.106 |
| Platelet befor eDischarge | 0.000 | 0.742 | 0.132 | 0.394 | 0.000 | 0.305 | 0.436 | 0.576 | 0.000 | 0.402 | -0.273 | -0.220 | 0.000 | 0.235 | 0.285 | -0.185 | 0.206 | 0.352 | 0.219 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | -0.306 | -0.097 | 0.249 | 0.191 | 0.000 | 0.000 | -0.039 | 0.000 | 0.404 | 0.000 | 0.185 | -0.181 | 0.220 | 0.000 | -0.027 | -0.061 | 0.000 | 0.189 | 0.000 | -0.059 | -0.258 | 0.211 | 0.268 | 0.234 | 0.385 | 0.000 | 0.205 | 0.000 | 0.088 | 0.000 | 1.000 | 0.530 | -0.137 | -0.029 | 0.387 | -0.034 | 0.006 | 0.000 | 0.000 | 0.000 | 0.438 | 0.110 | 0.216 | 0.000 | 0.000 | 0.000 | 0.339 | 0.093 | 0.000 | 1.000 | 0.235 | 0.161 | 0.240 | 0.000 | 0.438 | 0.000 | -0.245 | 0.107 | 1.000 | 0.038 | 0.000 | -0.029 | 0.000 | 0.000 | 0.066 | 0.000 | 0.187 | 0.369 | -0.111 | -0.135 | -0.077 | 0.000 | 0.366 | 0.000 | -0.077 | -0.244 | 0.000 | 0.000 | 1.000 | 0.000 | 0.210 | 0.132 | -0.035 |
| Platelet day 1 post surgery | 0.000 | 0.000 | 0.230 | 0.000 | 0.188 | 0.296 | 0.179 | 0.152 | 0.168 | 0.000 | 0.082 | -0.243 | 0.000 | 0.168 | 0.124 | -0.205 | 0.000 | 0.153 | 0.104 | 0.000 | 0.000 | 0.000 | 0.000 | 0.151 | 0.000 | 0.163 | -0.280 | 0.190 | 0.097 | 0.198 | 0.153 | -0.224 | 0.000 | 0.155 | 0.000 | 0.192 | -0.021 | 0.061 | 0.000 | -0.183 | -0.006 | 0.000 | 0.000 | 0.000 | -0.207 | -0.143 | 0.104 | 0.000 | 0.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.100 | 0.150 | 0.530 | 1.000 | -0.155 | -0.124 | 0.722 | -0.065 | -0.165 | 0.000 | 0.000 | 0.000 | 0.247 | 0.073 | 0.000 | 0.486 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.138 | 0.000 | 0.136 | 0.000 | 0.247 | 0.000 | -0.063 | 0.000 | 0.000 | -0.120 | 0.000 | -0.022 | 0.073 | 0.000 | 0.179 | 0.000 | 0.177 | 0.000 | 0.089 | -0.046 | 0.061 | 0.000 | 0.000 | 0.234 | 0.061 | -0.002 | 0.000 | 0.150 | 0.000 | 0.000 | 0.236 | 0.315 | 0.068 |
| Pre HB | 0.036 | 0.173 | 0.178 | 0.144 | 0.057 | 0.206 | 0.266 | 0.056 | 0.229 | 0.106 | -0.337 | -0.212 | 0.000 | 0.161 | 0.231 | -0.216 | 0.176 | 0.199 | 0.430 | 0.290 | 0.000 | 0.000 | 0.000 | 0.000 | 0.109 | -0.155 | -0.089 | 0.175 | 0.294 | 0.303 | 0.364 | 0.052 | 0.236 | 0.000 | 0.185 | 0.000 | 0.017 | 0.184 | 0.000 | 0.744 | 0.788 | 0.261 | 0.145 | 0.137 | 0.174 | 0.138 | 0.000 | 0.114 | 0.155 | 0.064 | 0.111 | 0.148 | 0.000 | 0.086 | 0.077 | -0.137 | -0.155 | 1.000 | 0.340 | -0.284 | -0.122 | 0.193 | 0.251 | 0.186 | 0.065 | 1.000 | 0.157 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 | 0.123 | 0.000 | 0.000 | 0.132 | 0.083 | 0.000 | 0.205 | 1.000 | 0.232 | 0.341 | 0.000 | 0.000 | -0.030 | 0.068 | 0.232 | 0.143 | 0.117 | 0.000 | 0.000 | 0.490 | 0.089 | 0.497 | -0.170 | -0.020 | 0.175 | 0.091 | 0.166 | -0.020 | -0.156 | 0.179 | 0.120 | 0.550 | 0.156 | 0.160 | 0.116 | 0.406 |
| Pre Na | 0.000 | 0.136 | 0.234 | 0.000 | 0.191 | 0.232 | 0.125 | 0.046 | 0.230 | 0.258 | 0.094 | -0.039 | 0.502 | 0.294 | 0.117 | -0.026 | 0.000 | 0.204 | 0.247 | 0.097 | 0.000 | 0.235 | 0.000 | 0.000 | 0.336 | 0.148 | -0.136 | 0.187 | 0.305 | 0.000 | 0.000 | 0.039 | 0.000 | 0.081 | 0.271 | 0.088 | 0.153 | 0.322 | 0.000 | 0.191 | 0.254 | 0.176 | 0.223 | 0.462 | 0.294 | 0.414 | 0.000 | 0.175 | 0.000 | 0.000 | 0.053 | 0.290 | 0.000 | 0.193 | 0.135 | -0.029 | -0.124 | 0.340 | 1.000 | -0.166 | 0.063 | 0.097 | 0.000 | 0.216 | 0.000 | 1.000 | 0.149 | 0.183 | 0.208 | 0.000 | 0.000 | 0.000 | 0.481 | 0.508 | 0.000 | 0.239 | 0.166 | 0.000 | 0.000 | 1.000 | 0.000 | -0.140 | 0.000 | 0.980 | 0.149 | 0.000 | 0.152 | 0.174 | 0.425 | 0.000 | 0.063 | 0.179 | 0.136 | 0.237 | -0.113 | 0.018 | 0.517 | 0.097 | 0.229 | 0.018 | -0.077 | 0.315 | 0.464 | 0.391 | 0.068 | 0.067 | 0.000 | 0.213 |
| Pre Platelet | 0.000 | 0.095 | 0.238 | 0.038 | 0.116 | 0.000 | 0.183 | 0.148 | 0.074 | 0.214 | -0.119 | -0.345 | 0.165 | 0.000 | 0.039 | 0.138 | 0.065 | 0.113 | 0.114 | 0.078 | 0.000 | 0.088 | 0.000 | 0.108 | 0.100 | -0.016 | -0.328 | 0.143 | 0.174 | 0.167 | 0.187 | -0.137 | 0.000 | 0.183 | 0.000 | 0.000 | -0.074 | 0.148 | 0.000 | -0.157 | -0.098 | 0.000 | 0.095 | 0.065 | -0.217 | -0.117 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.387 | 0.722 | -0.284 | -0.166 | 1.000 | -0.124 | -0.221 | 0.000 | 0.000 | 0.000 | 1.000 | 0.084 | 0.000 | 0.218 | 0.000 | 0.000 | 0.000 | 0.126 | 0.176 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 1.000 | 0.000 | 0.199 | 0.000 | 0.000 | -0.224 | 0.093 | -0.191 | 0.172 | 0.000 | 0.000 | 0.137 | 0.134 | 0.040 | -0.318 | -0.049 | 0.056 | 0.000 | 0.072 | 0.197 | 0.056 | 0.060 | 0.172 | 0.125 | 0.000 | 0.163 | 0.171 | 0.085 | -0.262 |
| Pre-BUN | 0.145 | 0.000 | 0.250 | 0.126 | 0.435 | 0.248 | 0.238 | 0.227 | 0.336 | 0.000 | 0.686 | 0.666 | 0.147 | 0.200 | 0.303 | -0.080 | 0.000 | 0.386 | 0.738 | 0.425 | 0.000 | 0.141 | 0.000 | 0.000 | 0.248 | 0.538 | 0.585 | 0.333 | 0.334 | 0.638 | 0.468 | -0.036 | 1.000 | 0.085 | 0.029 | 0.000 | 0.121 | 0.233 | 0.000 | -0.473 | -0.214 | 0.393 | 0.406 | 0.209 | 0.091 | 0.093 | 0.000 | 0.000 | 0.054 | 0.000 | 0.260 | 0.192 | 0.000 | 0.127 | 0.000 | -0.034 | -0.065 | -0.122 | 0.063 | -0.124 | 1.000 | 0.596 | 0.364 | 0.000 | 0.295 | 1.000 | 0.283 | 0.000 | 0.360 | 0.140 | 0.000 | 0.000 | 0.304 | 0.166 | 0.000 | 0.200 | 0.000 | 0.000 | 0.257 | 1.000 | 1.000 | -0.497 | 0.168 | 0.000 | 0.538 | 0.096 | 0.188 | 0.092 | 0.254 | 0.271 | 0.061 | 0.059 | 0.000 | 0.105 | 0.176 | -0.091 | 0.298 | 0.053 | 0.291 | -0.091 | -0.032 | 0.306 | 0.281 | 0.685 | 0.000 | 0.342 | 0.349 | 0.159 |
| Pre-Creatinine | 0.121 | 0.032 | 0.291 | 0.125 | 0.403 | 0.167 | 0.272 | 0.279 | 0.263 | 0.000 | 0.590 | 0.704 | 0.313 | 0.000 | 0.342 | -0.140 | 0.000 | 0.385 | 0.858 | 0.361 | 0.000 | 0.050 | 0.116 | 0.000 | 0.180 | 0.585 | 0.800 | 0.232 | 0.403 | 0.870 | 0.478 | -0.057 | 0.477 | 0.225 | 0.000 | 0.000 | 0.078 | 0.274 | 0.000 | -0.304 | -0.106 | 0.263 | 0.356 | 0.226 | 0.246 | 0.016 | 0.000 | 0.000 | 0.242 | 0.000 | 0.222 | 0.000 | 0.000 | 0.133 | 0.000 | 0.006 | -0.165 | 0.193 | 0.097 | -0.221 | 0.596 | 1.000 | 0.239 | 0.000 | 0.116 | 1.000 | 0.282 | 0.000 | 0.082 | 0.045 | 0.000 | 0.000 | 0.184 | 0.322 | 0.000 | 0.000 | 0.000 | 0.000 | 0.230 | 1.000 | 0.477 | -0.220 | 0.286 | 0.000 | 0.364 | 0.156 | 0.271 | 0.087 | 0.260 | 0.286 | 0.202 | 0.056 | 0.000 | 0.414 | 0.073 | -0.124 | 0.317 | 0.025 | 0.213 | -0.124 | -0.089 | 0.289 | 0.259 | 0.547 | 0.000 | 0.246 | 0.174 | 0.374 |
| Pulmonary complication | 0.007 | 0.040 | 0.000 | 0.048 | 0.155 | 0.114 | 0.119 | 0.000 | 0.000 | 0.000 | 0.000 | 0.402 | 0.073 | 0.366 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.180 | 0.000 | 0.120 | 0.000 | 0.388 | 0.000 | 0.000 | 0.026 | 0.102 | 0.000 | 0.183 | 0.000 | 0.529 | 0.000 | 0.124 | 0.000 | 0.000 | 0.285 | 0.000 | 0.000 | 0.000 | 0.322 | 0.082 | 0.135 | 0.354 | 0.000 | 0.000 | 0.000 | 0.170 | 0.099 | 0.000 | 0.073 | 0.000 | 0.073 | 0.000 | 0.000 | 0.000 | 0.251 | 0.000 | 0.000 | 0.364 | 0.239 | 1.000 | 0.128 | 0.120 | 0.000 | 0.000 | 0.058 | 0.000 | 0.087 | 0.000 | 0.000 | 0.509 | 0.366 | 0.180 | 0.368 | 0.213 | 0.000 | 0.998 | 0.000 | 0.395 | 0.000 | 0.000 | 0.000 | 0.316 | 0.000 | 0.000 | 0.081 | 0.000 | 0.073 | 0.000 | 0.000 | 0.000 | 0.000 | 0.286 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.222 | 0.455 | 0.019 | 0.000 | 0.095 | 0.000 | 0.000 | 0.000 |
| Radiology | 0.088 | 0.162 | 0.038 | 0.167 | 0.134 | 0.139 | 0.046 | 0.000 | 0.000 | 0.000 | 0.000 | 0.171 | 0.000 | 0.098 | 0.000 | 0.418 | 0.096 | 0.000 | 0.000 | 0.033 | 0.000 | 0.008 | 0.000 | 0.058 | 0.116 | 0.213 | 0.035 | 0.027 | 0.000 | 0.000 | 0.000 | 0.178 | 0.112 | 0.000 | 0.568 | 0.319 | 0.000 | 0.220 | 0.000 | 0.000 | 0.165 | 0.113 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.105 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.186 | 0.216 | 0.000 | 0.000 | 0.000 | 0.128 | 1.000 | 0.077 | 0.000 | 0.190 | 0.000 | 0.000 | 0.048 | 0.068 | 0.058 | 0.109 | 0.000 | 0.000 | 0.073 | 0.997 | 0.069 | 0.168 | 0.000 | 0.077 | 0.000 | 0.000 | 0.000 | 0.135 | 0.000 | 0.000 | 0.033 | 0.000 | 0.087 | 0.000 | 0.089 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.179 | 0.099 | 0.000 | 0.000 | 0.012 | 0.100 | 0.000 | 0.000 |
| Septic Shock | 0.000 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.370 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.158 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 1.000 | 0.298 | 0.000 | 0.000 | 0.100 | 0.000 | 0.047 | 0.078 | 0.000 | 0.259 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.065 | 0.000 | 0.000 | 0.295 | 0.116 | 0.120 | 0.077 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.162 | 0.689 | 0.000 | 0.000 | 0.000 | 0.144 | 0.000 | 0.399 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.318 | 0.000 | 0.000 | 0.000 | 1.000 | 0.527 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.266 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Stroke | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.997 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 1.000 | 0.347 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.126 | 0.444 | 0.626 | 0.349 | 0.000 | 0.000 | 0.000 | 0.000 | 0.244 | 0.000 | 0.000 | 0.000 | 0.438 | 0.247 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.017 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.988 | 0.000 | 0.000 | 0.998 | 0.127 | 0.999 | 0.000 | 0.498 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.244 | 1.000 | 0.000 | 0.179 | 1.000 | 0.698 | 0.000 | 1.000 | 0.059 | 0.000 | 0.000 | 0.072 | 1.000 | 1.000 | 1.000 | 0.000 | 0.995 | 0.147 | 1.000 |
| Surgery | 0.000 | 0.444 | 0.237 | 0.430 | 0.126 | 0.374 | 0.202 | 0.171 | 0.293 | 0.146 | 0.368 | 0.315 | 0.152 | 0.000 | 0.254 | 0.000 | 0.185 | 0.331 | 0.537 | 0.258 | 0.000 | 0.178 | 0.000 | 0.212 | 0.152 | 0.148 | 0.189 | 0.255 | 0.304 | 0.504 | 0.191 | 0.172 | 0.000 | 0.000 | 0.201 | 0.078 | 0.195 | 0.243 | 0.082 | 0.171 | 0.000 | 0.000 | 0.336 | 0.171 | 0.182 | 0.000 | 0.127 | 0.055 | 0.079 | 0.079 | 0.112 | 0.000 | 0.000 | 0.222 | 0.529 | 0.110 | 0.073 | 0.157 | 0.149 | 0.084 | 0.283 | 0.282 | 0.000 | 0.190 | 0.000 | 0.017 | 1.000 | 0.000 | 0.559 | 0.186 | 0.000 | 0.000 | 0.038 | 0.076 | 0.000 | 0.007 | 0.235 | 0.018 | 0.000 | 0.017 | 0.000 | 0.000 | 0.247 | 0.060 | 0.164 | 0.151 | 0.105 | 0.224 | 0.207 | 0.000 | 0.000 | 0.225 | 0.154 | 0.132 | 0.140 | 0.393 | 0.236 | 0.082 | 0.086 | 0.393 | 0.382 | 0.127 | 0.190 | 0.214 | 0.089 | 0.056 | 0.139 | 0.135 |
| Thyroidal Medication | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 0.111 | 0.086 | 0.137 | 0.000 | 0.000 | 0.000 | 0.000 | 0.223 | 0.131 | 0.402 | 0.114 | 0.097 | 0.000 | 0.094 | 0.065 | 0.182 | 0.019 | 0.152 | 0.087 | 0.135 | 0.000 | 0.290 | 0.109 | 0.000 | 0.017 | 0.000 | 0.157 | 0.164 | 0.000 | 0.055 | 0.000 | 0.211 | 0.000 | 0.000 | 0.000 | 0.102 | 0.098 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.229 | 0.000 | 0.104 | 0.000 | 0.026 | 0.000 | 0.216 | 0.000 | 0.045 | 0.183 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.725 | 0.142 | 0.177 | 0.071 | 0.146 | 0.065 | 0.188 | 0.000 | 0.000 | 0.093 | 0.000 | 0.019 | 0.500 | 0.000 | 0.000 | 0.242 | 0.000 | 0.000 | 0.101 | 0.134 | 0.000 | 0.000 | 0.108 | 0.000 | 0.000 | 0.090 | 0.147 | 0.172 | 0.052 | 0.000 | 0.147 | 0.000 | 0.323 | 0.132 | 0.000 | 0.000 | 0.000 | 0.000 | 0.184 |
| Tumor Category | 0.000 | 0.000 | 0.131 | 0.000 | 0.000 | 0.166 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.422 | 0.000 | 0.052 | 0.000 | 0.000 | 1.000 | 0.186 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.145 | 0.000 | 0.000 | 0.000 | 0.221 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.119 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.581 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.182 | 1.000 | 1.000 | 0.000 | 0.486 | 0.000 | 0.208 | 0.218 | 0.360 | 0.082 | 0.000 | 0.000 | 1.000 | 1.000 | 0.559 | 0.000 | 1.000 | 0.068 | 0.170 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.234 | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.320 | 0.248 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.284 | 0.000 | 0.100 | 0.239 | 0.000 | 0.070 | 0.000 | 0.239 | 0.397 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Type of Endocrine Disease | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.124 | 0.131 | 0.095 | 0.101 | 0.000 | 0.000 | 0.000 | 0.035 | 0.119 | 0.377 | 0.307 | 0.025 | 0.086 | 0.259 | 0.166 | 0.165 | 0.090 | 0.064 | 0.000 | 0.000 | 0.344 | 0.266 | 0.135 | 0.164 | 0.000 | 0.053 | 0.100 | 0.147 | 0.148 | 0.000 | 0.000 | 0.129 | 0.144 | 0.000 | 0.000 | 0.000 | 0.132 | 0.000 | 0.000 | 0.415 | 0.000 | 0.000 | 0.000 | 0.353 | 0.000 | 0.000 | 0.000 | 0.160 | 0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.140 | 0.045 | 0.087 | 0.048 | 0.000 | 0.000 | 0.186 | 0.725 | 0.068 | 1.000 | 0.273 | 0.000 | 0.000 | 0.035 | 0.166 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.090 | 0.414 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.136 | 0.037 | 0.000 | 0.084 | 0.029 | 0.000 | 0.000 | 0.000 | 0.029 | 0.052 | 0.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Type of Gastrointestinal Disease | 0.000 | 0.074 | 0.106 | 0.059 | 0.084 | 0.045 | 0.135 | 0.137 | 0.071 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.082 | 1.000 | 0.000 | 0.176 | 0.000 | 0.000 | 0.000 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.170 | 0.055 | 0.000 | 0.179 | 0.000 | 0.996 | 0.000 | 0.000 | 0.000 | 0.087 | 0.000 | 0.000 | 1.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.000 | 0.000 | 0.142 | 0.170 | 0.273 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Type of Neurological/ psychological disease | 0.117 | 0.020 | 0.000 | 0.074 | 0.226 | 0.226 | 0.216 | 0.180 | 0.256 | 0.613 | 0.254 | 0.235 | 0.000 | 0.000 | 0.137 | 0.000 | 0.000 | 0.304 | 0.000 | 0.000 | 0.000 | 0.261 | 0.000 | 0.109 | 0.000 | 0.000 | 0.000 | 0.229 | 0.187 | 0.000 | 0.124 | 0.000 | 0.000 | 0.150 | 0.075 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.120 | 0.228 | 0.154 | 0.000 | 0.039 | 0.000 | 0.990 | 0.000 | 0.000 | 0.307 | 0.000 | 0.000 | 0.111 | 0.046 | 0.339 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.162 | 0.000 | 0.000 | 0.177 | 0.000 | 0.000 | 0.000 | 1.000 | 0.194 | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.077 | 0.067 | 0.000 | 0.000 | 0.087 | 0.033 | 0.176 | 0.120 | 0.052 | 0.000 | 0.000 | 0.008 | 0.123 | 0.150 | 0.000 | 0.008 | 0.079 | 0.175 | 0.161 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Type of bacteria at the surgical site | 0.000 | 0.000 | 0.000 | 0.000 | 0.216 | 0.186 | 0.168 | 0.000 | 0.139 | 0.025 | 0.000 | 0.298 | 0.473 | 0.476 | 0.000 | 0.000 | 0.140 | 0.187 | 0.254 | 0.113 | 0.000 | 0.224 | 0.689 | 0.000 | 0.557 | 0.000 | 0.000 | 0.053 | 0.202 | 0.000 | 0.148 | 0.187 | 0.000 | 0.116 | 0.104 | 0.119 | 0.066 | 0.326 | 0.000 | 0.097 | 0.190 | 0.070 | 0.117 | 0.988 | 0.000 | 0.348 | 0.689 | 0.199 | 0.000 | 0.000 | 0.049 | 0.473 | 0.000 | 0.272 | 0.000 | 0.093 | 0.000 | 0.123 | 0.481 | 0.126 | 0.304 | 0.184 | 0.509 | 0.109 | 0.689 | 0.988 | 0.038 | 0.071 | 0.000 | 0.000 | 0.000 | 0.194 | 1.000 | 0.476 | 0.000 | 0.557 | 0.103 | 0.691 | 0.649 | 0.988 | 0.000 | 0.000 | 0.156 | 0.000 | 0.204 | 0.074 | 0.218 | 0.000 | 0.564 | 0.689 | 0.442 | 0.000 | 0.154 | 0.000 | 0.526 | 0.011 | 0.656 | 0.000 | 0.421 | 0.011 | 0.136 | 0.710 | 0.609 | 0.990 | 0.000 | 0.693 | 0.521 | 0.000 |
| Type of bacteria in blood | 0.000 | 0.000 | 0.125 | 0.000 | 0.000 | 0.118 | 0.076 | 0.050 | 0.042 | 0.129 | 0.397 | 0.000 | 0.997 | 0.494 | 0.050 | 0.000 | 0.000 | 0.069 | 0.227 | 0.171 | 0.997 | 0.087 | 0.702 | 0.000 | 0.306 | 0.230 | 0.000 | 0.039 | 0.118 | 0.208 | 0.000 | 0.000 | 0.000 | 0.105 | 0.040 | 0.000 | 0.000 | 0.402 | 0.000 | 0.000 | 0.143 | 0.000 | 0.088 | 0.260 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.000 | 0.000 | 0.491 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.508 | 0.176 | 0.166 | 0.322 | 0.366 | 0.000 | 0.000 | 0.000 | 0.076 | 0.146 | 1.000 | 0.035 | 0.000 | 0.000 | 0.476 | 1.000 | 0.997 | 0.572 | 0.000 | 0.000 | 0.322 | 0.000 | 0.000 | 1.000 | 0.217 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.216 | 0.491 | 0.315 | 0.017 | 0.105 | 0.000 | 0.732 | 0.010 | 0.254 | 0.019 | 0.000 | 0.010 | 0.209 | 0.542 | 0.296 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Type of cardiac Complication | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.244 | 0.997 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.498 | 0.000 | 0.349 | 0.000 | 0.059 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.188 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.026 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.244 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.180 | 0.000 | 0.000 | 0.000 | 0.000 | 0.065 | 1.000 | 0.166 | 0.000 | 0.000 | 0.000 | 0.997 | 1.000 | 0.998 | 0.000 | 0.000 | 0.572 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.064 | 0.000 | 0.358 | 0.009 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Type of culture related to surgery | 0.062 | 0.033 | 0.000 | 0.000 | 0.101 | 0.061 | 0.108 | 0.080 | 0.000 | 0.068 | 0.000 | 0.000 | 0.493 | 0.999 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.105 | 0.998 | 0.014 | 0.703 | 0.000 | 0.309 | 0.000 | 0.000 | 0.058 | 0.093 | 0.000 | 0.124 | 0.052 | 0.000 | 0.000 | 0.059 | 0.116 | 0.000 | 0.226 | 0.000 | 0.000 | 0.000 | 0.093 | 0.027 | 0.264 | 0.302 | 0.282 | 0.703 | 0.057 | 0.000 | 0.000 | 0.000 | 0.998 | 0.000 | 0.000 | 0.000 | 0.235 | 0.138 | 0.132 | 0.239 | 0.000 | 0.200 | 0.000 | 0.368 | 0.073 | 0.000 | 0.998 | 0.007 | 0.188 | 1.000 | 0.065 | 0.000 | 0.000 | 0.557 | 0.572 | 0.998 | 1.000 | 0.062 | 0.704 | 0.325 | 0.998 | 0.000 | 1.000 | 0.000 | 0.000 | 0.158 | 0.000 | 0.000 | 0.039 | 0.223 | 0.493 | 0.000 | 0.000 | 0.097 | 0.000 | 0.449 | 0.000 | 0.260 | 0.000 | 0.000 | 0.000 | 0.091 | 0.287 | 0.000 | 0.000 | 0.000 | 0.569 | 0.305 | 0.000 |
| Type of medical Imaging | 0.046 | 0.166 | 0.140 | 0.205 | 0.153 | 0.162 | 0.060 | 0.066 | 0.000 | 0.059 | 0.000 | 0.357 | 0.000 | 0.067 | 0.000 | 0.369 | 0.172 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.023 | 0.131 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.183 | 0.171 | 0.000 | 0.643 | 0.369 | 0.000 | 0.171 | 0.000 | 0.000 | 0.033 | 0.069 | 0.000 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 0.096 | 0.103 | 0.000 | 0.113 | 0.000 | 0.000 | 0.157 | 0.161 | 0.000 | 0.083 | 0.166 | 0.000 | 0.000 | 0.000 | 0.213 | 0.997 | 0.144 | 0.127 | 0.235 | 0.000 | 0.234 | 0.000 | 0.067 | 0.089 | 0.103 | 0.000 | 0.000 | 0.062 | 1.000 | 0.067 | 0.198 | 0.127 | 0.257 | 0.000 | 0.036 | 0.331 | 0.098 | 0.032 | 0.000 | 0.000 | 0.108 | 0.144 | 0.000 | 0.107 | 0.028 | 0.070 | 0.102 | 0.112 | 0.133 | 0.000 | 0.074 | 0.112 | 0.187 | 0.177 | 0.000 | 0.000 | 0.059 | 0.061 | 0.090 | 0.000 |
| Type of nurologic complication | 0.000 | 0.037 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.703 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.216 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.185 | 0.000 | 0.000 | 0.067 | 0.122 | 0.139 | 0.348 | 0.000 | 0.400 | 0.000 | 0.000 | 0.000 | 0.267 | 0.302 | 0.405 | 0.999 | 0.000 | 0.000 | 0.000 | 0.000 | 0.495 | 0.000 | 0.000 | 0.000 | 0.240 | 0.136 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.999 | 0.018 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.691 | 0.000 | 0.000 | 0.704 | 0.067 | 1.000 | 0.000 | 0.999 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.096 | 0.495 | 0.149 | 0.012 | 0.108 | 0.000 | 0.487 | 0.000 | 0.000 | 0.059 | 0.491 | 0.000 | 0.000 | 0.677 | 0.000 | 0.000 | 0.000 | 0.700 | 0.308 | 0.000 |
| Type of pulmonary complication | 0.016 | 0.016 | 0.000 | 0.033 | 0.220 | 0.152 | 0.153 | 0.000 | 0.067 | 0.021 | 0.000 | 0.499 | 0.274 | 0.322 | 0.000 | 0.000 | 0.082 | 0.091 | 0.097 | 0.000 | 0.572 | 0.000 | 0.399 | 0.000 | 0.416 | 0.000 | 0.040 | 0.069 | 0.133 | 0.095 | 0.258 | 0.000 | 0.573 | 0.000 | 0.164 | 0.118 | 0.000 | 0.171 | 0.000 | 0.000 | 0.057 | 0.207 | 0.118 | 0.304 | 0.282 | 0.000 | 0.000 | 0.000 | 0.186 | 0.086 | 0.000 | 0.274 | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.205 | 0.000 | 0.055 | 0.257 | 0.230 | 0.998 | 0.168 | 0.399 | 0.000 | 0.000 | 0.093 | 0.000 | 0.000 | 0.000 | 0.000 | 0.649 | 0.322 | 0.572 | 0.325 | 0.198 | 0.000 | 1.000 | 0.000 | 0.813 | 0.000 | 0.000 | 0.000 | 0.289 | 0.000 | 0.000 | 0.071 | 0.137 | 0.274 | 0.000 | 0.060 | 0.079 | 0.000 | 0.237 | 0.042 | 0.167 | 0.000 | 0.000 | 0.042 | 0.193 | 0.457 | 0.198 | 0.000 | 0.025 | 0.000 | 0.000 | 0.071 |
| Type of stroke | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.997 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 1.000 | 0.347 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.126 | 0.444 | 0.626 | 0.349 | 0.000 | 0.000 | 0.000 | 0.000 | 0.244 | 0.000 | 0.000 | 0.000 | 0.438 | 0.247 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.498 | 0.017 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.988 | 0.000 | 0.000 | 0.998 | 0.127 | 0.999 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.244 | 1.000 | 0.000 | 0.179 | 1.000 | 0.698 | 0.000 | 1.000 | 0.059 | 0.000 | 0.000 | 0.072 | 1.000 | 1.000 | 1.000 | 0.000 | 0.995 | 0.147 | 1.000 |
| Unplanned transfer to intensive care unit | 0.000 | 0.000 | 0.073 | 0.000 | 0.034 | 0.068 | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.939 | 0.000 | 0.000 | 0.000 | 1.000 | 0.047 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.158 | 0.000 | 0.492 | 0.000 | 0.000 | 0.000 | 0.220 | 0.000 | 0.999 | 0.000 | 0.075 | 0.000 | 1.000 | 0.146 | 0.000 | 0.000 | 0.000 | 0.416 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.345 | 0.248 | 0.000 | 0.000 | 0.000 | 0.204 | 0.027 | 0.000 | 0.000 | 0.232 | 0.000 | 0.000 | 1.000 | 0.477 | 0.395 | 0.077 | 0.000 | 0.000 | 0.000 | 0.019 | 1.000 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.257 | 0.000 | 0.813 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.296 | 0.000 | 0.000 | 0.095 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.051 | 0.677 | 0.082 | 0.000 | 0.000 | 0.000 | 0.000 | 0.130 |
| Urine Output | 0.407 | 1.000 | 1.000 | 0.000 | 0.000 | 0.240 | 0.000 | 0.000 | 0.000 | 0.000 | -0.051 | -0.336 | 1.000 | 1.000 | 0.093 | 0.080 | 0.383 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.610 | 0.200 | 0.400 | -0.100 | 0.000 | 0.000 | 0.000 | 0.300 | 0.433 | 1.000 | 0.407 | 0.000 | 0.000 | -0.203 | 0.000 | 1.000 | 0.376 | 0.143 | 0.000 | 0.000 | 0.000 | 0.307 | -0.118 | 0.000 | 0.000 | 1.000 | 0.340 | 0.000 | 1.000 | 0.000 | 1.000 | 0.263 | -0.245 | -0.063 | 0.341 | -0.140 | 0.199 | -0.497 | -0.220 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.500 | 0.000 | 0.414 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | -0.184 | 0.000 | 0.176 | 0.158 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.024 | -0.090 | 0.260 | 0.000 | 0.000 | 0.000 | 0.260 | -0.069 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.244 |
| Way Of Anesthesia | 0.000 | 0.040 | 0.319 | 0.000 | 0.000 | 0.057 | 0.000 | 0.028 | 0.000 | 0.000 | 0.394 | 0.000 | 0.144 | 0.000 | 0.134 | 1.000 | 0.000 | 0.069 | 0.218 | 0.096 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.532 | 0.000 | 0.039 | 0.030 | 0.135 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.088 | 1.000 | 0.153 | 0.000 | 0.000 | 0.000 | 0.000 | 0.076 | 0.032 | 0.000 | 0.117 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.089 | 0.107 | 0.000 | 0.000 | 0.000 | 0.000 | 0.168 | 0.286 | 0.000 | 0.000 | 0.000 | 0.000 | 0.247 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.156 | 0.217 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.039 | 0.025 | 0.000 | 0.000 | 0.000 | 0.144 | 0.000 | 0.018 | 0.000 | 0.086 | 0.270 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.109 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| admission_other_hospital | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.120 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 1.000 | 0.000 | 0.000 | 0.980 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.331 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 1.000 | 0.000 | 0.000 | 0.118 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.000 | 0.000 | 0.000 | 0.677 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| age | 0.075 | 0.394 | 0.100 | 0.328 | 0.309 | 0.399 | 0.418 | 0.442 | 0.550 | 0.063 | 0.439 | 0.507 | 0.091 | 0.203 | 0.486 | 0.065 | 0.116 | 0.473 | 0.180 | 0.245 | 0.000 | 0.364 | 0.075 | 0.059 | 0.285 | 0.350 | 0.296 | 0.629 | 0.460 | 0.085 | 0.391 | 0.186 | 0.299 | 0.351 | 0.072 | 0.165 | 0.222 | 0.328 | 0.000 | -0.068 | -0.002 | 0.213 | 0.652 | 0.228 | 0.114 | -0.013 | 0.000 | 0.000 | 0.072 | 0.093 | 0.144 | 0.206 | 0.092 | 0.094 | 0.154 | 0.038 | -0.120 | -0.030 | 0.149 | -0.224 | 0.538 | 0.364 | 0.316 | 0.135 | 0.318 | 0.000 | 0.164 | 0.242 | 0.320 | 0.000 | 0.000 | 0.077 | 0.204 | 0.000 | 0.000 | 0.158 | 0.098 | 0.000 | 0.289 | 0.000 | 0.296 | -0.184 | 0.039 | 0.000 | 1.000 | 0.055 | 0.447 | 0.470 | 0.403 | 0.208 | 0.101 | 0.120 | 0.000 | 0.167 | 0.308 | -0.041 | 0.476 | 0.086 | 0.071 | -0.041 | -0.004 | 0.254 | 0.357 | 0.164 | 0.274 | 0.060 | 0.068 | 0.400 |
| answered_call_followup | 0.000 | 0.032 | 0.108 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.319 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.066 | 0.000 | 0.029 | 0.092 | 0.205 | 0.166 | 0.000 | 0.000 | 0.024 | 0.019 | 0.094 | 0.013 | 0.000 | 0.000 | 0.000 | 0.054 | 0.054 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.039 | 0.067 | 0.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.068 | 0.000 | 0.093 | 0.096 | 0.156 | 0.000 | 0.000 | 0.000 | 0.000 | 0.151 | 0.000 | 0.248 | 0.061 | 0.038 | 0.067 | 0.074 | 0.018 | 0.000 | 0.000 | 0.032 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.055 | 1.000 | 0.000 | 0.000 | 0.717 | 0.067 | 0.674 | 0.042 | 0.228 | 0.064 | 0.125 | 0.000 | 0.735 | 0.019 | 0.011 | 0.000 | 0.081 | 0.926 | 0.741 | 0.000 | 0.042 | 0.026 | 0.000 | 0.000 |
| bmi | 0.195 | 0.284 | 0.117 | 0.235 | 0.248 | 0.128 | 0.157 | 0.146 | 0.099 | 0.000 | 0.330 | 0.398 | 0.000 | 0.000 | 0.193 | 0.233 | 0.019 | 0.206 | 0.084 | 0.167 | 0.000 | 0.087 | 0.000 | 0.000 | 0.037 | 0.516 | 0.248 | 0.277 | 0.165 | 0.070 | 0.000 | 0.163 | 0.000 | 0.132 | 0.070 | 0.000 | 0.050 | 0.253 | 0.000 | 0.294 | 0.270 | 0.000 | 0.272 | 0.183 | 0.283 | 0.155 | 0.000 | 0.000 | 0.333 | 0.000 | 0.000 | 0.017 | 0.000 | 0.091 | 0.094 | -0.029 | -0.022 | 0.232 | 0.152 | -0.191 | 0.188 | 0.271 | 0.000 | 0.000 | 0.000 | 1.000 | 0.105 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.218 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.176 | 0.000 | 0.000 | 0.447 | 0.000 | 1.000 | 0.853 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.304 | 0.137 | -0.003 | 0.144 | 0.000 | 0.000 | -0.003 | -0.023 | 0.105 | 0.000 | 0.000 | 0.210 | 0.000 | 0.059 | 0.881 |
| bmi_category | 0.000 | 0.306 | 0.125 | 0.235 | 0.000 | 0.151 | 0.149 | 0.168 | 0.104 | 0.000 | 0.000 | 0.028 | 0.062 | 0.000 | 0.185 | 0.127 | 0.000 | 0.141 | 0.089 | 0.072 | 0.000 | 0.140 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.282 | 0.148 | 0.117 | 0.000 | 0.085 | 0.095 | 0.093 | 0.029 | 0.000 | 0.113 | 0.385 | 0.000 | 0.200 | 0.244 | 0.000 | 0.274 | 0.000 | 0.229 | 0.045 | 0.000 | 0.047 | 0.000 | 0.012 | 0.000 | 0.096 | 0.080 | 0.000 | 0.101 | 0.000 | 0.073 | 0.143 | 0.174 | 0.172 | 0.092 | 0.087 | 0.081 | 0.033 | 0.000 | 1.000 | 0.224 | 0.101 | 0.000 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.071 | 1.000 | 0.095 | 0.158 | 0.000 | 0.000 | 0.470 | 0.000 | 0.853 | 1.000 | 0.043 | 0.065 | 0.043 | 0.000 | 0.019 | 0.449 | 0.000 | 0.121 | 0.000 | 0.000 | 0.000 | 0.121 | 0.157 | 0.000 | 0.000 | 0.000 | 0.217 | 0.000 | 0.096 | 0.683 |
| complication_post_discharge | 0.196 | 0.041 | 0.000 | 0.000 | 0.000 | 0.228 | 0.000 | 0.000 | 0.202 | 0.000 | 0.631 | 0.000 | 0.000 | 0.223 | 0.079 | 0.000 | 0.000 | 0.152 | 0.141 | 0.000 | 0.000 | 0.155 | 0.039 | 0.000 | 0.769 | 0.124 | 0.000 | 0.095 | 0.050 | 0.000 | 0.150 | 0.198 | 0.223 | 0.125 | 0.000 | 0.000 | 0.141 | 0.445 | 0.000 | 0.122 | 0.000 | 0.237 | 0.133 | 0.485 | 0.196 | 0.181 | 0.096 | 0.000 | 0.000 | 0.038 | 0.091 | 0.039 | 0.000 | 0.196 | 0.000 | 0.000 | 0.000 | 0.117 | 0.425 | 0.000 | 0.254 | 0.260 | 0.000 | 0.000 | 1.000 | 1.000 | 0.207 | 0.134 | 0.000 | 0.000 | 0.000 | 0.087 | 0.564 | 0.216 | 0.000 | 0.223 | 0.108 | 0.096 | 0.137 | 1.000 | 0.039 | 0.000 | 0.000 | 0.096 | 0.403 | 0.717 | 0.100 | 0.043 | 1.000 | 1.000 | 0.674 | 0.025 | 0.113 | 0.000 | 0.093 | 0.121 | 0.833 | 0.096 | 0.458 | 0.121 | 0.153 | 0.980 | 0.717 | 0.096 | 0.150 | 0.423 | 0.292 | 0.000 |
| death_in_hospital_postop | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.204 | 0.092 | 0.110 | 0.491 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.272 | 0.153 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.073 | 1.000 | 0.470 | 0.000 | 0.132 | 0.190 | 0.000 | 0.050 | 0.193 | 0.099 | 0.312 | 0.167 | 0.000 | 0.000 | 0.000 | 0.000 | 0.110 | 0.000 | 0.000 | 0.000 | 0.066 | 0.179 | 0.000 | 0.000 | 0.000 | 0.271 | 0.286 | 0.073 | 0.087 | 0.527 | 0.244 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.033 | 0.689 | 0.491 | 0.000 | 0.493 | 0.144 | 0.495 | 0.274 | 0.244 | 0.000 | 0.000 | 0.144 | 1.000 | 0.208 | 0.067 | 0.000 | 0.065 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.600 | 0.063 | 1.000 | 0.000 | 0.000 | 0.063 | 0.285 | 1.000 | 1.000 | 1.000 | 0.000 | 0.487 | 0.052 | 0.000 |
| er_visit | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.156 | 0.000 | 0.000 | 0.112 | 0.000 | 0.000 | 0.072 | 0.058 | 0.000 | 0.000 | 1.000 | 0.000 | 0.105 | 0.057 | 0.000 | 0.000 | 0.144 | 0.090 | 0.000 | 0.498 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.149 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.344 | 0.000 | 0.344 | 0.000 | 0.000 | 0.058 | 0.158 | 0.000 | 0.311 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.046 | 0.000 | 0.000 | 0.000 | 0.063 | 0.137 | 0.061 | 0.202 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.176 | 0.442 | 0.315 | 0.000 | 0.000 | 0.000 | 0.149 | 0.000 | 1.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.101 | 0.674 | 0.000 | 0.043 | 0.674 | 1.000 | 1.000 | 0.000 | 0.198 | 0.000 | 0.084 | 0.067 | 0.489 | 0.189 | 0.449 | 0.067 | 0.000 | 0.951 | 0.565 | 0.000 | 0.216 | 0.449 | 0.158 | 0.000 |
| gender | 0.102 | 0.000 | 0.103 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.177 | 0.000 | 0.017 | 0.114 | 0.000 | 0.065 | 0.045 | 0.009 | 0.064 | 0.000 | 0.068 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.107 | 0.000 | 0.021 | 0.000 | 0.000 | 0.036 | 0.030 | 0.000 | 0.090 | 0.000 | 0.625 | 0.000 | 0.339 | 0.468 | 0.029 | 0.053 | 0.063 | 0.143 | 0.000 | 0.000 | 0.047 | 0.095 | 0.060 | 0.062 | 0.000 | 0.079 | 0.000 | 0.049 | 0.187 | 0.177 | 0.490 | 0.179 | 0.134 | 0.059 | 0.056 | 0.000 | 0.089 | 0.000 | 0.000 | 0.225 | 0.108 | 0.000 | 0.136 | 0.000 | 0.120 | 0.000 | 0.017 | 0.000 | 0.000 | 0.107 | 0.012 | 0.060 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.120 | 0.042 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 1.000 | 0.033 | 0.607 | 0.000 | 0.098 | 0.000 | 0.054 | 0.029 | 0.098 | 0.166 | 0.000 | 0.047 | 0.000 | 0.024 | 0.000 | 0.025 | 0.326 |
| governorate | 0.000 | 0.144 | 0.076 | 0.177 | 0.061 | 0.096 | 0.000 | 0.061 | 0.077 | 0.000 | 0.118 | 0.000 | 0.152 | 0.068 | 0.077 | 0.367 | 0.098 | 0.095 | 0.022 | 0.000 | 0.064 | 0.120 | 0.000 | 0.085 | 0.000 | 0.000 | 0.000 | 0.056 | 0.000 | 0.000 | 0.070 | 0.170 | 0.000 | 0.116 | 0.099 | 0.055 | 0.000 | 0.119 | 0.000 | 0.174 | 0.000 | 0.000 | 0.101 | 0.138 | 0.231 | 0.145 | 0.099 | 0.000 | 0.000 | 0.107 | 0.000 | 0.018 | 0.024 | 0.000 | 0.091 | 0.369 | 0.000 | 0.089 | 0.136 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.179 | 0.154 | 0.000 | 0.284 | 0.037 | 0.000 | 0.052 | 0.154 | 0.105 | 0.064 | 0.097 | 0.028 | 0.108 | 0.079 | 0.179 | 0.000 | 0.000 | 0.000 | 0.118 | 0.000 | 0.228 | 0.000 | 0.019 | 0.113 | 0.000 | 0.198 | 0.033 | 1.000 | 0.070 | 0.097 | 0.051 | 0.162 | 0.231 | 0.000 | 0.051 | 0.081 | 0.284 | 0.205 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 |
| height_cm | 0.000 | 0.382 | 0.000 | 0.335 | 0.000 | 0.117 | 0.047 | 0.120 | 0.117 | 0.000 | 0.124 | 0.159 | 0.000 | 0.000 | 0.178 | -0.375 | 0.000 | 0.090 | 0.000 | 0.143 | 0.000 | 0.102 | 0.000 | 0.000 | 0.000 | 0.139 | -0.085 | 0.276 | 0.084 | 0.000 | 0.000 | 0.150 | 0.000 | 0.061 | 0.000 | 0.031 | 0.047 | 0.303 | 0.000 | 0.281 | 0.265 | 0.000 | 0.209 | 0.000 | 0.040 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | -0.111 | 0.089 | 0.497 | 0.237 | -0.318 | 0.105 | 0.414 | 0.000 | 0.000 | 0.000 | 1.000 | 0.132 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.070 | 0.000 | 0.000 | 1.000 | 0.000 | 0.024 | 0.086 | 0.000 | 0.167 | 0.064 | 0.304 | 0.449 | 0.000 | 0.000 | 0.000 | 0.607 | 0.070 | 1.000 | 0.118 | 0.018 | 0.000 | 0.033 | 0.000 | 0.018 | -0.043 | 0.000 | 0.000 | 0.000 | 0.241 | 0.000 | 0.000 | 0.654 |
| hospital_stay_days | 0.000 | 0.167 | 0.153 | 0.038 | 0.143 | 0.260 | 0.000 | 0.049 | 0.119 | 0.123 | 0.417 | -0.035 | 0.728 | 0.385 | 0.074 | 0.209 | 0.241 | 0.042 | 0.375 | 0.260 | 0.358 | 0.000 | 0.236 | 0.216 | 0.330 | 0.263 | -0.133 | 0.118 | 0.029 | 0.356 | 0.153 | 0.530 | 0.076 | 0.000 | 0.213 | 0.071 | 0.347 | 0.373 | 0.000 | -0.322 | -0.131 | 0.094 | 0.127 | 0.370 | -0.030 | 0.267 | 0.485 | 0.109 | 0.000 | 0.099 | 0.000 | 0.378 | 0.000 | 0.000 | 0.000 | -0.135 | -0.046 | -0.170 | -0.113 | -0.049 | 0.176 | 0.073 | 0.286 | 0.096 | 0.000 | 0.698 | 0.140 | 0.090 | 0.100 | 0.084 | 0.000 | 0.000 | 0.526 | 0.732 | 0.358 | 0.449 | 0.102 | 0.487 | 0.237 | 0.698 | 0.062 | -0.090 | 0.270 | 0.000 | 0.308 | 0.125 | 0.137 | 0.000 | 0.093 | 0.600 | 0.084 | 0.000 | 0.097 | 0.118 | 1.000 | -0.063 | 0.000 | 0.000 | 0.084 | -0.063 | 0.130 | 0.082 | 0.183 | 0.000 | 0.060 | 0.299 | 0.231 | 0.136 |
| id_number | 0.072 | 0.270 | 0.130 | 0.299 | 0.105 | 0.265 | 0.102 | 0.006 | 0.150 | 0.000 | -0.005 | 0.166 | 0.117 | 0.000 | 0.148 | -0.061 | 0.087 | 0.154 | 0.131 | 0.080 | 0.009 | 0.176 | 0.000 | 0.008 | 0.104 | -0.060 | -0.064 | 0.128 | 0.111 | 0.185 | 0.053 | 0.012 | 0.000 | 0.098 | 0.142 | 0.113 | -0.021 | 0.130 | 0.127 | 0.283 | 0.001 | 0.044 | 0.199 | 0.216 | -0.170 | 0.269 | 0.000 | 0.000 | 0.043 | 0.046 | 0.000 | 0.000 | 0.000 | 0.118 | 0.299 | -0.077 | 0.061 | -0.020 | 0.018 | 0.056 | -0.091 | -0.124 | 0.000 | 0.000 | 0.000 | 0.000 | 0.393 | 0.147 | 0.239 | 0.029 | 0.000 | 0.008 | 0.011 | 0.010 | 0.009 | 0.000 | 0.112 | 0.000 | 0.042 | 0.000 | 0.000 | 0.260 | 0.000 | 0.000 | -0.041 | 0.000 | -0.003 | 0.121 | 0.121 | 0.063 | 0.067 | 0.098 | 0.051 | 0.018 | -0.063 | 1.000 | 0.180 | 0.069 | 0.077 | 1.000 | 0.809 | 0.073 | 0.000 | 0.000 | 0.084 | 0.044 | 0.000 | -0.011 |
| infection_or_inflammation | 0.134 | 0.050 | 0.080 | 0.000 | 0.000 | 0.215 | 0.000 | 0.000 | 0.265 | 0.000 | 0.000 | 0.248 | 0.023 | 0.260 | 0.128 | 0.000 | 0.000 | 0.203 | 0.180 | 0.020 | 0.000 | 0.202 | 0.061 | 0.000 | 0.645 | 0.441 | 0.300 | 0.140 | 0.098 | 0.000 | 0.189 | 0.090 | 0.260 | 0.167 | 0.000 | 0.000 | 0.189 | 0.464 | 0.000 | 0.000 | 0.000 | 0.283 | 0.160 | 0.562 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.120 | 0.061 | 0.000 | 0.239 | 0.000 | 0.000 | 0.000 | 0.175 | 0.517 | 0.000 | 0.298 | 0.317 | 0.000 | 0.000 | 1.000 | 1.000 | 0.236 | 0.172 | 0.000 | 0.000 | 0.000 | 0.123 | 0.656 | 0.254 | 0.000 | 0.260 | 0.133 | 0.000 | 0.167 | 1.000 | 0.061 | 0.000 | 0.000 | 0.117 | 0.476 | 0.735 | 0.144 | 0.000 | 0.833 | 1.000 | 0.489 | 0.000 | 0.162 | 0.000 | 0.000 | 0.180 | 1.000 | 0.070 | 0.242 | 0.180 | 0.220 | 0.960 | 0.643 | 0.117 | 0.000 | 0.365 | 0.118 | 0.000 |
| insurance_type | 0.000 | 0.000 | 0.062 | 0.000 | 0.000 | 0.083 | 0.067 | 0.000 | 0.047 | 0.031 | 0.000 | 0.226 | 0.020 | 0.019 | 0.051 | 0.225 | 0.046 | 0.076 | 0.040 | 0.025 | 0.000 | 0.083 | 0.000 | 0.000 | 0.050 | 0.000 | 0.000 | 0.052 | 0.083 | 0.080 | 0.064 | 0.039 | 0.013 | 0.040 | 0.000 | 0.000 | 0.103 | 0.078 | 0.000 | 0.090 | 0.207 | 0.000 | 0.059 | 0.084 | 0.164 | 0.000 | 0.104 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.057 | 0.000 | 0.139 | 0.366 | 0.000 | 0.091 | 0.097 | 0.072 | 0.053 | 0.025 | 0.000 | 0.000 | 0.000 | 0.059 | 0.082 | 0.052 | 0.070 | 0.000 | 0.000 | 0.150 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.059 | 0.000 | 0.000 | 0.020 | 0.000 | 0.086 | 0.019 | 0.000 | 0.000 | 0.096 | 0.000 | 0.189 | 0.054 | 0.231 | 0.033 | 0.000 | 0.069 | 0.070 | 1.000 | 0.073 | 0.069 | 0.000 | 0.116 | 0.114 | 0.000 | 0.041 | 0.046 | 0.000 | 0.000 |
| other_complication | 0.104 | 0.000 | 0.134 | 0.005 | 0.163 | 0.165 | 0.000 | 0.000 | 0.051 | 0.125 | 0.000 | 0.239 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.069 | 0.145 | 0.167 | 0.000 | 0.000 | 0.000 | 0.000 | 0.449 | 0.000 | 0.000 | 0.084 | 0.063 | 0.000 | 0.192 | 0.254 | 0.000 | 0.000 | 0.042 | 0.118 | 0.000 | 0.186 | 0.000 | 0.100 | 0.233 | 0.143 | 0.079 | 0.257 | 0.434 | 0.312 | 0.489 | 0.000 | 0.396 | 0.000 | 0.134 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.234 | 0.166 | 0.229 | 0.197 | 0.291 | 0.213 | 0.000 | 0.060 | 0.000 | 0.000 | 0.086 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.421 | 0.000 | 0.000 | 0.000 | 0.074 | 0.491 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.071 | 0.011 | 0.000 | 0.000 | 0.458 | 0.000 | 0.449 | 0.029 | 0.000 | 0.000 | 0.084 | 0.077 | 0.242 | 0.073 | 1.000 | 0.077 | 0.170 | 0.818 | 0.527 | 0.993 | 0.310 | 0.823 | 0.787 | 0.000 |
| patient_name | 0.072 | 0.270 | 0.130 | 0.299 | 0.105 | 0.265 | 0.102 | 0.006 | 0.150 | 0.000 | -0.005 | 0.166 | 0.117 | 0.000 | 0.148 | -0.061 | 0.087 | 0.154 | 0.131 | 0.080 | 0.009 | 0.176 | 0.000 | 0.008 | 0.104 | -0.060 | -0.064 | 0.128 | 0.111 | 0.185 | 0.053 | 0.012 | 0.000 | 0.098 | 0.142 | 0.113 | -0.021 | 0.130 | 0.127 | 0.283 | 0.001 | 0.044 | 0.199 | 0.216 | -0.170 | 0.269 | 0.000 | 0.000 | 0.043 | 0.046 | 0.000 | 0.000 | 0.000 | 0.118 | 0.299 | -0.077 | 0.061 | -0.020 | 0.018 | 0.056 | -0.091 | -0.124 | 0.000 | 0.000 | 0.000 | 0.000 | 0.393 | 0.147 | 0.239 | 0.029 | 0.000 | 0.008 | 0.011 | 0.010 | 0.009 | 0.000 | 0.112 | 0.000 | 0.042 | 0.000 | 0.000 | 0.260 | 0.000 | 0.000 | -0.041 | 0.000 | -0.003 | 0.121 | 0.121 | 0.063 | 0.067 | 0.098 | 0.051 | 0.018 | -0.063 | 1.000 | 0.180 | 0.069 | 0.077 | 1.000 | 0.809 | 0.073 | 0.000 | 0.000 | 0.084 | 0.044 | 0.000 | -0.011 |
| physician_name | 0.000 | 0.295 | 0.194 | 0.325 | 0.093 | 0.241 | 0.131 | 0.000 | 0.164 | 0.000 | 0.136 | 0.087 | 0.272 | 0.113 | 0.206 | 0.262 | 0.088 | 0.069 | 0.391 | 0.226 | 0.000 | 0.130 | 0.000 | 0.000 | 0.256 | 0.169 | 0.013 | 0.114 | 0.152 | 0.288 | 0.276 | 0.024 | 0.067 | 0.099 | 0.302 | 0.083 | 0.029 | 0.225 | 0.097 | -0.145 | -0.226 | 0.158 | 0.185 | 0.242 | 0.153 | 0.148 | 0.000 | 0.076 | 0.063 | 0.114 | 0.000 | 0.085 | 0.069 | 0.051 | 0.308 | -0.244 | -0.002 | -0.156 | -0.077 | 0.060 | -0.032 | -0.089 | 0.222 | 0.179 | 0.266 | 0.072 | 0.382 | 0.000 | 0.397 | 0.052 | 0.000 | 0.079 | 0.136 | 0.209 | 0.000 | 0.091 | 0.187 | 0.000 | 0.193 | 0.072 | 0.051 | -0.069 | 0.109 | 0.000 | -0.004 | 0.081 | -0.023 | 0.157 | 0.153 | 0.285 | 0.000 | 0.166 | 0.081 | -0.043 | 0.130 | 0.809 | 0.220 | 0.000 | 0.170 | 0.809 | 1.000 | 0.159 | 0.146 | 0.305 | 0.137 | 0.112 | 0.195 | -0.059 |
| post_discharge_complication_type | 0.255 | 0.000 | 0.000 | 0.072 | 0.329 | 0.277 | 0.000 | 0.116 | 0.276 | 0.174 | 0.000 | 0.378 | 0.539 | 0.287 | 0.193 | 0.000 | 0.184 | 0.269 | 0.358 | 0.173 | 0.000 | 0.298 | 0.677 | 0.000 | 0.799 | 0.000 | 0.000 | 0.140 | 0.175 | 0.000 | 0.372 | 0.158 | 0.679 | 0.294 | 0.092 | 0.000 | 0.000 | 0.355 | 0.000 | 0.110 | 0.107 | 0.340 | 0.192 | 0.840 | 0.361 | 0.440 | 0.677 | 0.000 | 0.000 | 0.204 | 0.353 | 0.281 | 0.000 | 0.282 | 0.000 | 0.000 | 0.000 | 0.179 | 0.315 | 0.172 | 0.306 | 0.289 | 0.455 | 0.099 | 1.000 | 1.000 | 0.127 | 0.323 | 0.000 | 0.000 | 0.000 | 0.175 | 0.710 | 0.542 | 0.000 | 0.287 | 0.177 | 0.677 | 0.457 | 1.000 | 0.677 | 0.000 | 0.000 | 0.677 | 0.254 | 0.926 | 0.105 | 0.000 | 0.980 | 1.000 | 0.951 | 0.000 | 0.284 | 0.000 | 0.082 | 0.073 | 0.960 | 0.116 | 0.818 | 0.073 | 0.159 | 1.000 | 0.940 | 0.980 | 0.476 | 0.818 | 0.725 | 0.000 |
| readmission_related_to_or | 0.000 | 0.000 | 0.123 | 0.000 | 0.080 | 0.184 | 0.000 | 0.000 | 0.192 | 0.000 | 0.000 | 0.483 | 0.049 | 0.000 | 0.066 | 0.000 | 0.000 | 0.202 | 0.139 | 0.000 | 0.000 | 0.191 | 0.082 | 0.000 | 0.608 | 0.000 | 0.000 | 0.095 | 0.084 | 0.000 | 0.146 | 0.133 | 0.302 | 0.146 | 0.000 | 0.000 | 0.000 | 0.297 | 0.000 | 0.000 | 0.272 | 0.203 | 0.178 | 0.399 | 0.464 | 0.572 | 0.000 | 0.000 | 0.000 | 0.105 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.150 | 0.120 | 0.464 | 0.125 | 0.281 | 0.259 | 0.019 | 0.000 | 1.000 | 1.000 | 0.190 | 0.132 | 0.000 | 0.074 | 0.000 | 0.161 | 0.609 | 0.296 | 0.000 | 0.000 | 0.000 | 0.000 | 0.198 | 1.000 | 0.082 | 0.000 | 0.000 | 0.000 | 0.357 | 0.741 | 0.000 | 0.000 | 0.717 | 1.000 | 0.565 | 0.047 | 0.205 | 0.000 | 0.183 | 0.000 | 0.643 | 0.114 | 0.527 | 0.000 | 0.146 | 0.940 | 1.000 | 0.140 | 0.199 | 0.571 | 0.399 | 0.000 |
| redo_surgery | 0.000 | 0.000 | 0.281 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.500 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.007 | 0.091 | 0.100 | 0.000 | 0.000 | 0.000 | 0.000 | 0.073 | 1.000 | 0.457 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.601 | 0.366 | 0.000 | 0.174 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.571 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.550 | 0.391 | 0.000 | 0.685 | 0.547 | 0.000 | 0.000 | 1.000 | 1.000 | 0.214 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.990 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.164 | 0.000 | 0.000 | 0.000 | 0.096 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.117 | 0.000 | 0.993 | 0.000 | 0.305 | 0.980 | 0.140 | 1.000 | 0.000 | 0.993 | 0.174 | 0.000 |
| smoking_status | 0.143 | 0.181 | 0.083 | 0.134 | 0.064 | 0.117 | 0.057 | 0.076 | 0.094 | 0.106 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.310 | 0.046 | 0.100 | 0.000 | 0.079 | 0.000 | 0.119 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.154 | 0.060 | 0.000 | 0.000 | 0.082 | 0.000 | 0.058 | 0.080 | 0.000 | 0.000 | 0.261 | 0.000 | 0.111 | 0.086 | 0.013 | 0.127 | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.081 | 0.000 | 0.059 | 0.310 | 0.000 | 0.072 | 0.000 | 0.000 | 0.156 | 0.068 | 0.163 | 0.000 | 0.000 | 0.095 | 0.012 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.274 | 0.042 | 0.210 | 0.217 | 0.150 | 0.000 | 0.216 | 0.024 | 0.047 | 0.241 | 0.060 | 0.084 | 0.000 | 0.041 | 0.310 | 0.084 | 0.137 | 0.476 | 0.199 | 0.000 | 1.000 | 0.312 | 0.137 | 0.252 |
| unplanned_or_reason | 0.095 | 0.023 | 0.136 | 0.000 | 0.157 | 0.162 | 0.061 | 0.034 | 0.091 | 0.117 | 0.000 | 0.208 | 0.000 | 0.490 | 0.034 | 0.000 | 0.000 | 0.118 | 0.220 | 0.161 | 0.000 | 0.072 | 0.699 | 0.000 | 0.495 | 0.000 | 0.000 | 0.079 | 0.110 | 0.000 | 0.187 | 0.135 | 0.000 | 0.092 | 0.088 | 0.214 | 0.000 | 0.195 | 0.000 | 0.000 | 0.000 | 0.136 | 0.091 | 0.464 | 0.500 | 0.512 | 0.699 | 0.000 | 0.337 | 0.000 | 0.126 | 0.487 | 0.000 | 0.000 | 0.000 | 0.210 | 0.236 | 0.160 | 0.067 | 0.171 | 0.342 | 0.246 | 0.000 | 0.100 | 0.000 | 0.995 | 0.056 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.693 | 0.000 | 0.000 | 0.569 | 0.061 | 0.700 | 0.000 | 0.995 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.026 | 0.000 | 0.000 | 0.423 | 0.487 | 0.449 | 0.000 | 0.000 | 0.000 | 0.299 | 0.044 | 0.365 | 0.046 | 0.823 | 0.044 | 0.112 | 0.818 | 0.571 | 0.993 | 0.312 | 1.000 | 0.995 | 0.000 |
| unplanned_return_to_or | 0.000 | 0.018 | 0.126 | 0.000 | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.141 | 0.000 | 0.301 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.095 | 0.000 | 0.477 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.197 | 0.000 | 0.000 | 0.032 | 0.061 | 0.000 | 0.223 | 0.000 | 0.000 | 0.273 | 0.014 | 0.000 | 0.197 | 0.425 | 0.444 | 0.095 | 0.000 | 0.308 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.132 | 0.315 | 0.116 | 0.000 | 0.085 | 0.349 | 0.174 | 0.000 | 0.000 | 0.000 | 0.147 | 0.139 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.521 | 0.000 | 0.000 | 0.305 | 0.090 | 0.308 | 0.000 | 0.147 | 0.000 | 0.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.059 | 0.096 | 0.292 | 0.052 | 0.158 | 0.025 | 0.000 | 0.000 | 0.231 | 0.000 | 0.118 | 0.000 | 0.787 | 0.000 | 0.195 | 0.725 | 0.399 | 0.174 | 0.137 | 0.995 | 1.000 | 0.000 |
| weight_kg | 0.000 | 0.359 | 0.084 | 0.344 | 0.000 | 0.151 | 0.241 | 0.173 | 0.171 | 0.000 | 0.300 | 0.331 | 0.000 | 0.000 | 0.179 | -0.029 | 0.163 | 0.173 | 0.118 | 0.000 | 0.000 | 0.111 | 0.000 | 0.000 | 0.000 | 0.547 | 0.158 | 0.317 | 0.228 | 0.146 | 0.000 | 0.178 | 0.130 | 0.094 | 0.085 | 0.070 | 0.034 | 0.281 | 0.000 | 0.390 | 0.355 | 0.000 | 0.245 | 0.000 | 0.179 | 0.058 | 0.000 | 0.000 | 0.119 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.106 | -0.035 | 0.068 | 0.406 | 0.213 | -0.262 | 0.159 | 0.374 | 0.000 | 0.000 | 0.000 | 1.000 | 0.135 | 0.184 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.071 | 1.000 | 0.130 | 0.244 | 0.000 | 0.000 | 0.400 | 0.000 | 0.881 | 0.683 | 0.000 | 0.000 | 0.000 | 0.326 | 0.000 | 0.654 | 0.136 | -0.011 | 0.000 | 0.000 | 0.000 | -0.011 | -0.059 | 0.000 | 0.000 | 0.000 | 0.252 | 0.000 | 0.000 | 1.000 |
Missing values
Sample
| id_number | patient_name | phone_number | physician_name | admission_date | age | gender | governorate | marital_status | insurance_type | weight_kg | height_cm | bmi | bmi_category | blood_group | smoking_status | Reason for last hospital admission | Allergy | Hypertension | DiabetesMellitus | Dyslipidemia | CAD History | HF | Open heart surgery | AFib-tachycardia | PAD | COPD | CKD | Dialysis | Neurological/ Psychological disease | Type of Neurological/ psychological disease | Gastrointestinal Disease | Type of Gastrointestinal Disease | Endocrine Disease | Type of Endocrine Disease | Cancer | Type of cancer | Other_History | Current Medication | Antihypertensive | Antiplatelets | Anticoagulant | Antidiabetic | Thyroidal Medication | Antipsychotic | Betablocker | Cholesterol Lowering Drug | Diuratic | OtherMedication | Reason of Admission | ICD10 | ER Admission Before Surgery | Diagnosis in ER | Radiology | Type of medical Imaging | Imaging Diagnosis | Pre-BUN | BUN day 1 post surgery | BUN before Discharge | Pre-Creatinine | Creatinine_D1 | Creatinine before Discharge | Pre Na | Na day 1 post surgery | Na before Discharge | Pre HB | HB day 1 post surgery | HB before discharge | Pre Platelet | Platelet day 1 post surgery | Platelet befor eDischarge | Date of Surgery | Code of surgeon | Surgery | Emergency Status of surgery | Sub Type Of The Surgery | Descriptio Of Surgery | Duration Of Surgery | Extubation Post OR | Blood Loss during surgery | Urine Output | Pathology Findings | Tumor Category | Pathology description | Anesthesia type | Way Of Anesthesia | Complication During Surgery | Blood Transfusion During Surgery | Number of transfused PC during surgery | Floor | Antibiotics Post Operation | Anticoagulants Post Operation | Analgesics Post Operation | Complication Post Surgery | Cardiac Complication | Type of cardiac Complication | Pulmonary complication | Type of pulmonary complication | Renal complication | Type of renal complication | Bleeding post operation at the site of surgery that requires transfer of >= 4 packet cells within 72 hrs after surgery | Number of ransfused packet cells | Neurological complication | Type of nurologic complication | Stroke | Type of stroke | Coma | Major wound disruption | Infection of the surgical site | Type of bacteria at the surgical site | Bacteremia | Type of bacteria in blood | Other positive cultures related to surgery | Type of culture related to surgery | BacteriaTypeRelatedToSurgery | Graft rejection | Unplanned transfer to intensive care unit | Duration in intensive care unit (days) | Sepsis | Septic Shock | Systemic Inflammatory Response Syndrome (SISS) | Collection | Unplanned Intubation | mv_48h_or_more | unplanned_return_to_or | unplanned_or_reason | other_complication | death_in_hospital_postop | hospital_stay_days | answered_call_followup | complication_post_discharge | er_visit | post_discharge_complication_type | readmission_related_to_or | infection_or_inflammation | redo_surgery | admission_other_hospital | death_post_discharge | notes_description | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 7165 | 965 | 89000001 | 15.0 | 2025-04-27 | 6.0 | male | Beqaa | no | government | 27.0 | 123.0 | 17.8 | underweight | NaN | no smoking | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | left severe hydronephrosis-left pyeloplasty | N30 | no | no | no | no | 0 | 9.0 | NaN | NaN | 0.48 | NaN | NaN | 140.0 | NaN | NaN | 13.6 | NaN | NaN | 392.0 | NaN | NaN | 2025-04-28 | 15 | Urologic surgery | no | pyeloplasty | left pyeloplasty | 185.0 | 5.0 | NaN | NaN | no tumor | NaN | erosion | General | Inhalation and IV | no | no | 0 | Second floor-OBS | yes | no | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 4 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 7428 | 1228 | 89000001 | 68.0 | 2025-04-05 | 80.0 | male | Mount Lebanon | yes | government | 70.0 | 170.0 | 24.2 | normal | 7 | smoking | nephrectomy | no | yes | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | aortic aneurysm | yes | yes | no | no | no | no | no | yes | no | no | no | intestinal perforation-aortic dissection-ruptured abdominal aneurysm-urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohammad Saab | NaN | yes | aneurysm-aortic dissection | yes | CT | ruptured aneurysm-hematoma | 34.0 | 31.0 | NaN | 0.93 | 0.78 | NaN | 138.0 | 142.0 | NaN | 10.5 | 11.9 | NaN | 236.0 | 314.0 | NaN | 2025-04-15 | 21 | General surgery | yes | colectomy | perforation of right colon-right hemicolectomy-anastomosis-ileostomy | 145.0 | NaN | NaN | 300.0 | no tumor | NaN | inflammation | General | Inhalation and IV | no | no | 0 | ICU | yes | yes | yes | yes | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | yes | 0 | no | no | no | no | no | no | yes | 5 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | The patient admitted with ruptured abdominal aneurysm. Urgent repair of abdominal aortic dissection was done on 4.5.2025 by Dr.Mohamad Saab. CT on 15.4.2025: mild bilateral pleural effusion, lung basal atelectasis, large thrombosis AAA, hematoma, and severe pneumoperitoneum suggesting colonic perforation. Death was on 19.4.2025 due to septic shock and cardiac arrest. |
| 2 | 7069 | 869 | 89000001 | 54.0 | 2025-03-12 | 55.0 | male | Beirut | yes | private | 90.0 | 190.0 | 24.9 | normal | NaN | no smoking | craniotomy | no | no | no | no | no | no | no | no | no | no | no | no | yes | epilepsy | no | no | 0 | 0 | 0 | 0 | 0 | yes | no | no | no | no | no | yes | no | no | no | no | previous blast injury-infected bedsore-pneumonia-seizure-aspiration-septic shock on yes4.3.2025-wound culture on yes3.3.2025: heavy proteus mirabilis ESBL-tissue culture on yes2.4.2025:heavy klebsiella oxytoca CRE-heavy providence rettgri ESBL-blood culture on 4.4.2025:staphylococcus capitis | J69.9-L89.9 | yes | epilepsy | no | no | 0 | NaN | 15.0 | 38.0 | 0.73 | 1.14 | 1.55 | 153.0 | 135.0 | 142.0 | 11.3 | 7.8 | 9.3 | 33.0 | 270.0 | 214.0 | 2025-04-12 | 20 | General surgery | no | excision of cyst-mass | excision of necrotic tissue of bilateral feet | 22.0 | NaN | NaN | NaN | - | NaN | NaN | Sedation | Inhalation and IV | no | no | 0 | ICU | yes | no | yes | yes | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | yes | klebsiella pneumonia CRE | yes | staphylococcus epidermidis-psuedomonas aeruginosa | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 65 | yes | no | no | no | no | no | no | no | no | The patient admitted with previous blast injury, infected bedsore, pneumonia, and seizure. Bacteremia, infected wound, and Septic shock were reported before surgery. He experienced tachycardia and tachypnea on 21.4.2025. Bacteremia on 4.4.2025: staphylococcus capitis. Bedsore culture (right and left foot) on 21.4.2025: heavy klebsiella pneumonia CRE. Blood culture on 21.4.2025: pseudomonas aeruginosa. |
| 3 | 7068 | 868 | 89000001 | 54.0 | 2025-04-01 | 48.0 | female | Mount Lebanon | yes | government | NaN | NaN | NaN | NaN | NaN | no smoking | 0 | no | yes | yes | no | no | no | no | no | no | no | no | no | no | no | no | no | yes | hyperthyroidism | 0 | 0 | 0 | yes | yes | yes | no | yes | yes | no | yes | yes | no | no | blast injury-amputation of left lower leg-spleen rupture-right leg fracture-eye injury-wound culture on yes.4.2025: few staphylococcus epidermidis, few staphylococcus warneri and few staphylococcus aureus methicillin resistant | T14.8-S36.0-Y89.1-Y83.5 | yes | blast injury | no | no | 0 | 14.0 | 9.0 | NaN | 0.56 | 0.51 | 0.40 | 143.0 | 144.0 | NaN | 10.6 | 9.4 | NaN | 305.0 | 196.0 | NaN | 2025-04-01 | 2+38+33+52 | Orthopedic surgery | no | amputation | bilateral leg debridement-insertion of steinmenn pin right leg-amputation left foot-splenectomy-bleeding control-exploration of both eyes | 191.0 | 10.0 | 600.0 | 400.0 | no tumor | NaN | lasceration-hematoma | General | Inhalation and IV | no | yes | 3 | ICU | yes | no | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 9 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 7471 | 1271 | 89000001 | 41.0 | 2025-04-12 | 37.0 | female | non lebanese | yes | private | NaN | NaN | NaN | NaN | NaN | no smoking | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | altered LOC-obstructive hydrocephaly-craniopharyngioma | NaN | no | no | no | no | 0 | 8.0 | 14.0 | 27.0 | 0.48 | 0.43 | 1.54 | 147.0 | 151.0 | 128.0 | 12.2 | 9.5 | 10.2 | 282.0 | 217.0 | 46.0 | 2025-04-27 | 37 | Neurosurgery | no | ُEVD | EVD insertion in the right ventricle | 33.0 | NaN | NaN | NaN | - | NaN | NaN | Local | NaN | no | no | 0 | ICU | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 26 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 7473 | 1273 | 89000001 | 41.0 | 2025-04-12 | 37.0 | female | non lebanese | yes | private | NaN | NaN | NaN | NaN | NaN | no smoking | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | altered LOC-obstructive hydrocephaly-craniopharyngioma | NaN | no | no | no | no | 0 | NaN | 17.0 | 27.0 | 0.42 | 0.48 | 1.54 | 136.0 | 147.0 | 128.0 | 12.6 | 12.2 | 10.2 | 460.0 | 282.0 | 46.0 | 2025-04-25 | 41 | Neurosurgery | no | EVD | creation of external CSF shunt | NaN | NaN | NaN | NaN | - | NaN | NaN | NaN | NaN | no | no | 0 | ICU | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 27 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 7070 | 870 | 89000001 | 54.0 | 2024-12-03 | 59.0 | female | Mount Lebanon | yes | government | 58.0 | 156.0 | 23.8 | normal | NaN | no smoking | AV fistula | no | yes | no | no | no | no | no | no | no | yes | yes | yes | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | decrease LOC-multicomorbidities and multiorgan failure-infected kimal-sepsis-septic shock-CVA-pneumonia--fatigure-dizziness-leukocytosis-UTI-bacteremia on 3.yes2.2024: staphylococcus capitis | N18.6-A41.9-R65.2 | yes | infected kimal | no | no | 0 | 28.0 | NaN | 45.0 | 4.71 | NaN | 1.96 | 139.0 | NaN | 143.0 | 11.9 | 7.5 | 7.7 | 413.0 | 248.0 | 145.0 | 2025-04-14 | 33 | General surgery | no | debridement | sacral bedsore debridement-excision of decubitus ulcer | 18.0 | NaN | NaN | NaN | no tumor | NaN | necrosis | General | Inhalation and IV | no | no | 0 | Third floor-Suite | yes | yes | no | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 45 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 7393 | 1193 | 89000001 | 31.0 | 2025-04-14 | 34.0 | female | Mount Lebanon | yes | government | 63.0 | 156.0 | 25.9 | overweight | NaN | no smoking | cholecystectomy | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | left carpal tunnel | NaN | no | no | no | no | 0 | 10.0 | NaN | NaN | 0.58 | NaN | NaN | 142.0 | NaN | NaN | 12.0 | NaN | NaN | 214.0 | NaN | NaN | 2025-04-15 | 31 | Neurosurgery | no | nerve decompression | left carpal tunnel | 31.0 | NaN | NaN | NaN | - | NaN | NaN | RegionalRegional | Inhalation and IV | no | no | 0 | Third floor-Suite | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 1 | yes | no | no | no | no | no | no | no | no | NaN |
| 8 | 7072 | 872 | 89000001 | 54.0 | 2024-12-03 | 59.0 | female | Mount Lebanon | yes | government | 58.0 | 156.0 | 23.8 | normal | NaN | no smoking | AV fistula | no | yes | no | no | no | no | no | no | no | yes | yes | yes | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | decrease LOC-multicomorbidities and multiorgan failure-infected kimal-sepsis-septic shock-CVA-pneumonia--fatigure-dizziness-leukocytosis-UTI-bacteremia on 3.yes2.2024: staphylococcus capitis | N18.6-A41.9-R65.2 | no | no | no | no | 0 | 28.0 | 26.0 | 45.0 | 4.71 | 1.51 | 1.96 | 139.0 | 137.0 | 143.0 | 11.9 | 7.8 | 7.7 | 413.0 | 338.0 | 145.0 | 2025-04-24 | 8 | Vascular surgery | no | kimal insertion | change of infected kimal-kimal insertion | 8.0 | NaN | NaN | NaN | - | NaN | NaN | General | Inhalation | no | no | 0 | Third floor-Suite | yes | yes | no | yes | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | yes | achromobacter denitrificans-achromobacter xylosoxidans | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | yes | 35 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | The patient admitted with multiomorbidities and multiorgan failure, infected kimal: staphylococcus capitis, sepsis, septic shock, CVA, pneumonia, leukocytosis, and UTI. Bacteremia on 25.2.2025 (hospital acquired): pseudomonas aeruginosa, on 19.4.2025: klebsiella pneumonia CRE, on 21.4.2025: staphylococcus epidermidis, on 23.5.2025: achromobacter denitrificans, and on 24.5.2025: achromobacter xylosoxidans. Death was on 27.5.2025 due to cardiogenic shock and sepsis. |
| 9 | 7206 | 1006 | 89000001 | 20.0 | 2025-04-25 | 20.0 | male | non lebanese | no | private | 70.0 | 160.0 | 27.3 | overweight | NaN | smoking | tonsillectomy | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | pilonidal cyst | L05 | no | no | no | no | 0 | 15.0 | NaN | NaN | 0.93 | NaN | NaN | 141.0 | NaN | NaN | 17.0 | NaN | NaN | 105.0 | NaN | NaN | 2025-04-26 | 20 | General surgery | no | excision of cyst-mass | pilonidal cyst excision | 10.0 | NaN | NaN | NaN | no tumor | NaN | pilonidal sinus | Spinal | Inhalation and IV | no | no | 0 | Third floor-New suite | yes | no | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 2 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| id_number | patient_name | phone_number | physician_name | admission_date | age | gender | governorate | marital_status | insurance_type | weight_kg | height_cm | bmi | bmi_category | blood_group | smoking_status | Reason for last hospital admission | Allergy | Hypertension | DiabetesMellitus | Dyslipidemia | CAD History | HF | Open heart surgery | AFib-tachycardia | PAD | COPD | CKD | Dialysis | Neurological/ Psychological disease | Type of Neurological/ psychological disease | Gastrointestinal Disease | Type of Gastrointestinal Disease | Endocrine Disease | Type of Endocrine Disease | Cancer | Type of cancer | Other_History | Current Medication | Antihypertensive | Antiplatelets | Anticoagulant | Antidiabetic | Thyroidal Medication | Antipsychotic | Betablocker | Cholesterol Lowering Drug | Diuratic | OtherMedication | Reason of Admission | ICD10 | ER Admission Before Surgery | Diagnosis in ER | Radiology | Type of medical Imaging | Imaging Diagnosis | Pre-BUN | BUN day 1 post surgery | BUN before Discharge | Pre-Creatinine | Creatinine_D1 | Creatinine before Discharge | Pre Na | Na day 1 post surgery | Na before Discharge | Pre HB | HB day 1 post surgery | HB before discharge | Pre Platelet | Platelet day 1 post surgery | Platelet befor eDischarge | Date of Surgery | Code of surgeon | Surgery | Emergency Status of surgery | Sub Type Of The Surgery | Descriptio Of Surgery | Duration Of Surgery | Extubation Post OR | Blood Loss during surgery | Urine Output | Pathology Findings | Tumor Category | Pathology description | Anesthesia type | Way Of Anesthesia | Complication During Surgery | Blood Transfusion During Surgery | Number of transfused PC during surgery | Floor | Antibiotics Post Operation | Anticoagulants Post Operation | Analgesics Post Operation | Complication Post Surgery | Cardiac Complication | Type of cardiac Complication | Pulmonary complication | Type of pulmonary complication | Renal complication | Type of renal complication | Bleeding post operation at the site of surgery that requires transfer of >= 4 packet cells within 72 hrs after surgery | Number of ransfused packet cells | Neurological complication | Type of nurologic complication | Stroke | Type of stroke | Coma | Major wound disruption | Infection of the surgical site | Type of bacteria at the surgical site | Bacteremia | Type of bacteria in blood | Other positive cultures related to surgery | Type of culture related to surgery | BacteriaTypeRelatedToSurgery | Graft rejection | Unplanned transfer to intensive care unit | Duration in intensive care unit (days) | Sepsis | Septic Shock | Systemic Inflammatory Response Syndrome (SISS) | Collection | Unplanned Intubation | mv_48h_or_more | unplanned_return_to_or | unplanned_or_reason | other_complication | death_in_hospital_postop | hospital_stay_days | answered_call_followup | complication_post_discharge | er_visit | post_discharge_complication_type | readmission_related_to_or | infection_or_inflammation | redo_surgery | admission_other_hospital | death_post_discharge | notes_description | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 512 | 7350 | 1150 | 89000001 | 28.0 | 2025-04-07 | 36.0 | male | Beqaa | yes | government | 79.0 | 170.0 | 27.3 | overweight | NaN | smoking | TURB | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | kidney transplant (D) | Z52.4 | no | no | no | no | 0 | 17.0 | NaN | NaN | 0.80 | 1.26 | NaN | 137.0 | 138.0 | NaN | 17.5 | 14.4 | 13.4 | 197.0 | 167.0 | 147.0 | 2025-04-09 | 28 | Transplantation | no | kidney transplant (D) | kidney transplant (D) | 235.0 | 15.0 | NaN | 2000.0 | - | NaN | NaN | General | Inhalation and IV | no | no | 0 | Fourth floor-New | yes | yes | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 4 | yes | no | no | no | no | no | no | no | no | NaN |
| 513 | 7251 | 1051 | 89000001 | 20.0 | 2025-04-11 | 70.0 | male | Mount Lebanon | yes | private | 54.0 | 164.0 | 20.1 | normal | NaN | smoking | JJ removal | no | no | no | no | yes | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | yes | no | no | no | no | no | no | yes | no | no | no | right inguinal hernia | K40 | yes | right inguinal hernia | no | no | 0 | 51.0 | NaN | NaN | 1.83 | 1.13 | NaN | 142.0 | 142.0 | NaN | 14.2 | NaN | NaN | 316.0 | NaN | NaN | 2025-04-12 | 20 | General surgery | no | hernia surgery | right inguinal hernia repair | 56.0 | NaN | NaN | NaN | - | NaN | NaN | Spinal | Inhalation and IV | no | no | 0 | TCU | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 3 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 514 | 7519 | 1319 | 89000001 | 46.0 | 2025-04-24 | 29.0 | female | Mount Lebanon | yes | government | 75.0 | 166.0 | 27.2 | overweight | NaN | smoking | C/S | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | appendectomy | K35.9 | yes | appendicitis | yes | CT | appendicitis | NaN | NaN | NaN | 0.59 | NaN | NaN | NaN | NaN | NaN | 13.6 | NaN | 12.9 | 317.0 | NaN | 300.0 | 2025-04-24 | 7 | General surgery | yes | appendectomy | appendectomy | 80.0 | 5.0 | NaN | NaN | no tumor | NaN | inflammation | General | Inhalation and IV | no | no | 0 | TCU | yes | no | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 5 | yes | no | no | no | no | no | no | no | no | NaN |
| 515 | 7346 | 1146 | 89000001 | 28.0 | 2025-04-08 | 70.0 | female | South | 2 | government | 84.0 | 152.0 | 36.4 | obese | NaN | smoking | excision of vocal cord polyps | no | yes | no | yes | no | no | no | no | no | yes | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | yes | no | no | no | no | no | no | yes | yes | no | no | cholecystectomy | K80 | no | no | yes | Echo | GB stone-right kidney cyst | 23.0 | NaN | NaN | 0.92 | NaN | 0.82 | 138.0 | NaN | 141.0 | 12.5 | NaN | 13.7 | 328.0 | NaN | 231.0 | 2025-04-14 | 28 | General surgery | no | cholecystectomy | cholecystectomy | 81.0 | 13.0 | NaN | NaN | no tumor | NaN | inflammation | General | Inhalation and IV | no | no | 0 | TCU | yes | no | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 3 | yes | no | no | no | no | no | no | no | no | NaN |
| 516 | 7369 | 1169 | 89000001 | 29.0 | 2025-04-08 | 3.0 | female | South | no | government | 16.0 | 99.0 | 16.3 | underweight | NaN | no smoking | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | right distal humerus displaced fracture | S42.4 | yes | right distal humerus displaced fracture | yes | yes | right distal humerus displaced fracture | 14.0 | NaN | NaN | 0.42 | NaN | NaN | NaN | NaN | NaN | 11.4 | NaN | NaN | 352.0 | NaN | NaN | 2025-04-09 | 29 | Orthopedic surgery | no | humerus surgery | right distal humerus fracture fixation with 3 k wires | 35.0 | 5.0 | NaN | NaN | - | NaN | NaN | General | Inhalation and IV | no | no | 0 | TCU | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 1 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 517 | 7374 | 1174 | 89000001 | 30.0 | 2025-04-21 | 37.0 | male | Mount Lebanon | yes | ensurance | 115.0 | 190.0 | 31.9 | obese | NaN | smoking | ventral hernia | no | yes | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | yes | yes | no | no | no | no | no | no | no | no | no | left elbow fracture | NaN | yes | left elbow fracture | no | no | 0 | 11.0 | NaN | NaN | 0.83 | NaN | NaN | 137.0 | NaN | NaN | 15.1 | NaN | NaN | 269.0 | NaN | NaN | 2025-04-22 | 30 | Orthopedic surgery | no | lower arm surgery | fixation of proximal ulna fracture and radial head fracture with plates and screws-supinater and LUCL complex sutured and fixed by plate | 325.0 | NaN | NaN | NaN | - | NaN | NaN | General | Inhalation and IV | no | no | 0 | TCU | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 3 | yes | no | no | no | no | no | no | no | no | NaN |
| 518 | 7516 | 1316 | 89000001 | 46.0 | 2025-04-17 | 45.0 | male | Mount Lebanon | yes | ensurance | 86.0 | 180.0 | 26.5 | overweight | NaN | smoking | appendectomy | medication | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | fall down-left elbow fracture | S52.0 | yes | polytrauma | yes | yes | left olecranon fracture | 13.0 | NaN | NaN | 0.93 | NaN | NaN | 140.0 | NaN | NaN | 15.2 | NaN | NaN | 218.0 | NaN | NaN | 2025-04-19 | 46+29 | Orthopedic surgery | no | lower arm surgery | ORIF-leftolecranono fracture fixation by 2 kwires | 65.0 | NaN | NaN | NaN | - | NaN | NaN | RegionalRegional | Inhalation and IV | no | no | 0 | TCU | no | no | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 2 | yes | no | no | no | no | no | no | no | no | NaN |
| 519 | 7151 | 951 | 89000001 | 12.0 | 2025-04-22 | 29.0 | male | non lebanese | yes | private | 70.0 | 178.0 | 22.1 | normal | NaN | smoking | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | right testicular torsion-right orchiopexy | N20 | yes | right testicular torsion | yes | Echo | right testicular torsion | 13.0 | NaN | NaN | 0.79 | NaN | NaN | 139.0 | NaN | NaN | 16.2 | NaN | NaN | 276.0 | NaN | NaN | 2025-04-22 | 12 | Urologic surgery | yes | torsion repair | right testicular torsion repair-right orchiopexy | 10.0 | NaN | NaN | NaN | - | NaN | NaN | General | Inhalation and IV | no | no | 0 | TCU | yes | no | yes | no | no | no | no | no | no | no | no | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | no | no | 2 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 520 | 7475 | 1275 | 89000001 | 41.0 | 2025-04-12 | 37.0 | female | non lebanese | yes | private | NaN | NaN | NaN | NaN | NaN | no smoking | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | altered LOC-obstructive hydrocephaly-craniopharyngioma | G91.1-D44.4 | yes | ICB | yes | CT | lesion above the sella turcica and extended superiorly through the 3rd ventricle which obstruct the foramen of mono and causing hydrocephaly | NaN | 17.0 | 27.0 | NaN | 0.52 | 1.54 | NaN | 145.0 | 128.0 | NaN | 11.9 | 10.2 | NaN | 388.0 | 46.0 | 2025-04-12 | 41 | Neurosurgery | yes | EVD | EVD insertion in the right ventricle | 27.0 | NaN | NaN | NaN | - | NaN | NaN | General | Inhalation and IV | no | no | 0 | ICU | yes | no | no | yes | no | no | no | no | no | no | no | 0 | yes | hemorrhagic CVA | yes | hemorrhagic | no | no | yes | enterococcus faecalis | no | no | yes | CSF | acinetobacter baumanii | no | no | 0 | no | no | 0 | no | no | no | yes | EVD torn out | no | yes | 40 | no | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | The patient admitted to the hospital with craniopharyngioma causing hydrocephaly. Urgent EVD insertion was done by Dr. Milad Chaalan on 12.4.2025. Wound culture on 21.4.2025: few enterococcus faecalis. EVD was displaced and CSF was leaked all around the EVD insertion site on 22.4.2025. CSF culture on 23.4.2025 and 24.5.2025: heavy acinetobacter baumanii. The patient has torn out the EVD and creation of CSF shunt was done by Dr. Milad Chaalan on 25.4.2025. Intrathecal colistin injection was failed due to obstruction on 26.4.2025. Insertion of EVD drain was done by Dr. Mohamad Yazbeck on 27.4.2025. CSF analysis on 29.4.2025 showed elevated WBCs. Resection of tumor through the carotid optic cisterna pathway was done by Dr. Milad Chaalan on 13.5.2025. CT on 28.4.2025 showed recent 1.2 cm hyperdense hemorrhage at the right hippocampus. Death was on 22.5.2025 due to hemorrhage, meningitis and obstructive hydrocephaly |
| 521 | 7383 | 1183 | 89000001 | 31.0 | 2025-04-28 | 22.0 | male | Mount Lebanon | no | private | 93.0 | 173.0 | 31.1 | obese | NaN | no smoking | 0 | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | 0 | 0 | 0 | 0 | no | no | no | no | no | no | no | no | no | no | no | AVM removal-AVM complicated by ICM | NaN | no | no | no | no | 0 | 12.0 | 15.0 | 18.0 | 0.73 | 0.74 | 0.68 | 140.0 | 141.0 | 140.0 | 16.4 | 13.8 | 15.2 | 182.0 | 172.0 | 227.0 | 2025-04-29 | 31 | Neurosurgery | no | excision of cyst-mass | left occipital AVM removal | 284.0 | 20.0 | NaN | 600.0 | no tumor | NaN | arteriovenous malformation | General | Inhalation and IV | no | no | 0 | ICU | yes | yes | yes | yes | no | no | no | no | no | no | no | 0 | yes | seizure | no | no | no | no | no | no | no | no | no | no | no | no | no | 0 | no | no | 0 | no | no | no | no | no | meningitis | no | 7 | yes | yes | yes | meningitis | no | no | no | no | no | The patient readmitted under care of Dr. Mahmoud Younes on 10.5.2025 (6 days post discharge) via ER: seizure, and meningitis. |